diff --git a/.gitattributes b/.gitattributes index a6344aac8c09253b3b630fb776ae94478aa0275b..3508ac4b0d69f2904201f5e329d038b63a9cf361 100644 --- a/.gitattributes +++ b/.gitattributes @@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text *.zip filter=lfs diff=lfs merge=lfs -text *.zst filter=lfs diff=lfs merge=lfs -text *tfevents* filter=lfs diff=lfs merge=lfs -text +results/evaluation_metrics.jsonl filter=lfs diff=lfs merge=lfs -text diff --git a/results/aggregates/live_metadata.json b/results/aggregates/live_metadata.json index 649e165d719f14a6aa7cd3cae6de2d469fb0a860..6f7ce61549386e943af2e5a02b3512ea4a03b42f 100644 --- a/results/aggregates/live_metadata.json +++ b/results/aggregates/live_metadata.json @@ -1,5 +1,5 @@ { - "generated_at": "2026-07-04T12:16:16.762523+00:00", + "generated_at": "2026-07-04T12:27:46.025286+00:00", "scope": "All deduplicated metrics-only evaluation releases saved up to generation time, plus one latest all_results snapshot for allowlisted model-datasets without release history", "release_deduplication": "One row per model, dataset, data source timestamp, and prediction length", "dataset_aggregation": "Arithmetic mean over releases, then equal-weight mean over datasets", @@ -12,6 +12,6 @@ "temporal_metrics": "Per-dataset MSE stability and Kendall tau, then equal-weight mean over datasets", "num_models": 12, "num_datasets": 14, - "num_model_releases": 16144, - "num_unique_releases": 2243 + "num_model_releases": 16180, + "num_unique_releases": 2246 } diff --git a/results/aggregates/live_overall_up_to_now.csv b/results/aggregates/live_overall_up_to_now.csv index 817d2c457bcea319ab92097920630b7eba885855..e0956a11072a5c9b336cf4272b7a326414644ec6 100644 --- a/results/aggregates/live_overall_up_to_now.csv +++ b/results/aggregates/live_overall_up_to_now.csv @@ -1,13 +1,13 @@ Rank,model,MSE,RMSE,MAPE,CRPS,RTG,AverageRank,WinRate,Elo,Stability,Improvement,SignificantImprovementRate,n_datasets,n_releases,MAPE_dataset_coverage,first_release,last_release -1,Moirai-2.0,43327.48073898039,67.37381996049963,0.21268173963273174,0.14663477434233735,24.67715379386311,5.417948504086926,0.5710610046204813,1223.261588585502,39805.09599619965,-0.2834565194101805,0.3076923076923077,13,356,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:14:10.459924+00:00 -2,Chronos-2,67494.4010517183,83.14927353206242,0.16069752900180823,0.22684090928051456,25.651782368202348,2.9702607245967223,0.7071322897896488,1189.6325371086975,88042.05684288632,0.19898896895079204,0.23076923076923078,13,2137,0.8461538461538461,2026-06-16T12:06:40.343188+00:00,2026-07-04T12:11:00.605297Z -3,TimesFM-2.5,71221.45615540836,88.89026124346599,0.134259795785531,0.26803491036955784,26.576284003328833,3.316664382673498,0.6247935895086691,1128.7081828598714,78088.72324152397,0.19438679259306052,0.15384615384615385,13,2145,0.8461538461538461,2026-06-16T12:06:55.147862+00:00,2026-07-04T12:11:00.605297Z -4,TiRex,77604.93118271243,90.73032716696663,0.17124457606066404,0.22263358783925877,24.744977477903475,3.3272847341759797,0.655721530653448,1124.226538417926,90362.70893119821,0.24221507920463112,0.15384615384615385,13,2118,0.8461538461538461,2026-06-16T12:07:33.925127+00:00,2026-07-04T12:11:00.605297Z -5,TabPFN-TS,57565.54174672479,81.44644653967774,0.23950727445597975,0.20905729330156841,18.745247512768945,5.779173100504295,0.5678178803165164,1052.2559893431153,32783.4698519441,-0.10538159704584023,0.3076923076923077,13,354,0.8461538461538461,2026-07-01T13:07:24.792624Z,2026-07-04T12:11:00.605297Z -6,Sundial,172382.48387920557,165.2559548901456,0.35750640761514213,0.1518196649646795,18.3464332741275,4.961956458169037,0.5121762660077118,1047.5279666878223,74818.97309808404,-0.08057046347425026,0.21428571428571427,14,906,0.8571428571428571,2026-07-01T08:20:13.790420Z,2026-07-04T12:11:00.605297Z -7,Chronos-Bolt,59520.74528376961,78.01385801866583,0.2572893227237919,0.17216324953331535,11.119408562198872,6.139875097399809,0.5004850936671262,1001.4845127428906,47196.42949334955,-0.018033758044574837,0.23076923076923078,13,353,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:14:19.474424+00:00 -8,Moving-Average,122265.8568481255,121.95958072599186,0.3337085791547009,0.29877003435277755,6.1018949198357335,5.1765745511553565,0.4032193874604886,901.6455999257271,115019.5792293607,0.12089238926223822,0.3076923076923077,13,1851,0.8461538461538461,2026-06-17T12:10:12.847893+00:00,2026-07-04T12:11:00.605297Z -9,ETS,79616.1651332751,95.58736380306735,0.3357456082377848,0.4033161816095714,-2.384727304499955,5.5331201577578195,0.3763286005397659,894.3288559971347,113080.62466185933,0.1096478767462954,0.3076923076923077,13,1851,0.8461538461538461,2026-06-17T12:10:12.660440+00:00,2026-07-04T12:11:00.605297Z -10,ARIMA,100457.71017059464,115.5118457690528,0.28202662935327405,0.2984174968207082,2.033794274011556,5.503141150532089,0.3696034763754605,863.9904738250206,93237.11763954752,0.12170252748798835,0.3076923076923077,13,1851,0.8461538461538461,2026-06-17T12:10:12.135642+00:00,2026-07-04T12:11:00.605297Z -11,Toto-1.0,130231.48917785156,122.41207333698081,0.22395167135985347,0.15297351201984788,-27.257852944877445,7.4447283540542095,0.3498435242101998,826.4326058113893,148938.69322369163,0.049623938052448135,0.15384615384615385,13,364,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:13:53.654976+00:00 -12,Seasonal-Naive,144498.56567307346,147.16949837706608,0.3901112608128714,0.4141961943319085,0.0,5.379384235484191,0.36240493436634424,746.5051486949031,120321.20667821738,0.166882070265644,0.14285714285714285,14,1858,0.8571428571428571,2026-06-17T12:10:12.963911+00:00,2026-07-04T12:11:00.605297Z +1,Moirai-2.0,42951.439123127646,67.06476644974292,0.21273110164826384,0.14664202399118836,24.674878922048368,5.4108949901656604,0.5717182843276807,1223.3025274890704,39778.99471632261,-0.2823596875888289,0.3076923076923077,13,359,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:24:23.133326+00:00 +2,Chronos-2,67484.59159927253,83.16891749106927,0.16073659019084682,0.22672464448797533,25.63609126421399,2.9718407047668283,0.7069367179670722,1189.6052677456794,87994.86778549728,0.19902415080971497,0.23076923076923078,13,2140,0.8461538461538461,2026-06-16T12:06:40.343188+00:00,2026-07-04T12:21:41.315563Z +3,TimesFM-2.5,71191.19354510354,88.88894501690918,0.13431273209471534,0.2679275558223316,26.559966768355594,3.318968088137526,0.6245120322041045,1128.6845847017753,78052.55770612137,0.19436714074423558,0.15384615384615385,13,2148,0.8461538461538461,2026-06-16T12:06:55.147862+00:00,2026-07-04T12:21:41.315563Z +4,TiRex,77592.19011730778,90.74635501186711,0.17128712969040946,0.22251778936474073,24.730763709192363,3.3287075158746564,0.6556278722311588,1124.1999747620805,90319.12986169822,0.24217829433457283,0.15384615384615385,13,2121,0.8461538461538461,2026-06-16T12:07:33.925127+00:00,2026-07-04T12:21:41.315563Z +5,TabPFN-TS,57372.61780455525,81.34892356686125,0.23965668158254827,0.20919504116699503,18.671205734288666,5.777286907993102,0.5680887109623941,1052.2757600131954,32662.443525736893,-0.10220542796586918,0.23076923076923078,13,357,0.8461538461538461,2026-07-01T13:07:24.792624Z,2026-07-04T12:21:41.315563Z +6,Sundial,172466.2433926998,165.29735178512905,0.3575383643582757,0.151861327251634,18.307286017024335,4.964592823406893,0.5123905671561788,1047.545491789254,74711.2519551,-0.08125608528733246,0.21428571428571427,14,909,0.8571428571428571,2026-07-01T08:20:13.790420Z,2026-07-04T12:21:41.315563Z +7,Chronos-Bolt,59594.19902239896,78.1302217527057,0.25749180489798995,0.1723540281555384,10.997827087992448,6.146034772915671,0.4998791285489167,1001.4718919709958,46940.192531360204,-0.013723184688704981,0.15384615384615385,13,356,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:25:08.699304+00:00 +8,Moving-Average,122226.62139935032,121.96748571048009,0.3337022107814787,0.2986050650415298,6.103355961683136,5.176727482899188,0.40366109573138775,901.6727793495731,114947.73993417191,0.12037478819114796,0.3076923076923077,13,1854,0.8461538461538461,2026-06-17T12:10:12.847893+00:00,2026-07-04T12:21:41.315563Z +9,ETS,79537.26304807865,95.53769799683859,0.335784273135032,0.40318814918918877,-2.3902515760396534,5.534873862476352,0.3759838021148589,894.2946569802684,113030.77687908176,0.10946947431102307,0.3076923076923077,13,1854,0.8461538461538461,2026-06-17T12:10:12.660440+00:00,2026-07-04T12:21:41.315563Z +10,ARIMA,100408.70915720814,115.49992101846352,0.2820863554171248,0.2983068929473957,2.017441676741684,5.5062042224518555,0.36890880742432125,863.9414324679697,93189.1172335623,0.12180469410778003,0.3076923076923077,13,1854,0.8461538461538461,2026-06-17T12:10:12.135642+00:00,2026-07-04T12:21:41.315563Z +11,Toto-1.0,129428.0626648691,122.0998879925993,0.22411176185728687,0.15306241213687474,-27.254306269359592,7.443476656698676,0.3499036226252021,826.427518602955,148381.6360941411,0.04627812639846174,0.15384615384615385,13,367,0.8461538461538461,2026-07-03T07:52:13.218889Z,2026-07-04T12:24:11.083111+00:00 +12,Seasonal-Naive,144451.55111958415,147.17065403402373,0.390104716895791,0.41400282069258704,0.0,5.378603574273778,0.3629945828379886,746.5781141271834,120249.76262293526,0.16638407245265235,0.14285714285714285,14,1861,0.8571428571428571,2026-06-17T12:10:12.963911+00:00,2026-07-04T12:21:41.315563Z diff --git a/results/aggregates/live_rank_up_to_now.csv b/results/aggregates/live_rank_up_to_now.csv index 462faadda824fced1ae4adea38db1f8a96c1d47c..aa46025ccbc663626aabf1e98e4811064d0f84a8 100644 --- a/results/aggregates/live_rank_up_to_now.csv +++ b/results/aggregates/live_rank_up_to_now.csv @@ -1,13 +1,13 @@ Rank,model,AverageRank,WinRate,Elo,dataset_pair_matches,shared_releases,pairwise_matches -1,Moirai-2.0,5.417948504086926,0.5710610046204813,1223.261588585502,134,356,3850 -2,Chronos-2,2.9702607245967223,0.7071322897896488,1189.6325371086975,139,2135,13679 -3,TimesFM-2.5,3.316664382673498,0.6247935895086691,1128.7081828598714,139,2140,13700 -4,TiRex,3.3272847341759797,0.655721530653448,1124.226538417926,139,2116,13652 -5,TabPFN-TS,5.779173100504295,0.5678178803165164,1052.2559893431153,132,344,3765 -6,Sundial,4.961956458169037,0.5121762660077118,1047.5279666878223,139,895,7636 -7,Chronos-Bolt,6.139875097399809,0.5004850936671262,1001.4845127428906,134,353,3838 -8,Moving-Average,5.1765745511553565,0.4032193874604886,901.6455999257271,139,1851,13176 -9,ETS,5.5331201577578195,0.3763286005397659,894.3288559971347,139,1851,13176 -10,ARIMA,5.503141150532089,0.3696034763754605,863.9904738250206,139,1851,13176 -11,Toto-1.0,7.4447283540542095,0.3498435242101998,826.4326058113893,134,364,3874 -12,Seasonal-Naive,5.379384235484191,0.36240493436634424,746.5051486949031,139,1851,13176 +1,Moirai-2.0,5.4108949901656604,0.5717182843276807,1223.3025274890704,134,359,3883 +2,Chronos-2,2.9718407047668283,0.7069367179670722,1189.6052677456794,139,2138,13712 +3,TimesFM-2.5,3.318968088137526,0.6245120322041045,1128.6845847017753,139,2143,13733 +4,TiRex,3.3287075158746564,0.6556278722311588,1124.1999747620805,139,2119,13685 +5,TabPFN-TS,5.777286907993102,0.5680887109623941,1052.2757600131954,132,347,3798 +6,Sundial,4.964592823406893,0.5123905671561788,1047.545491789254,139,898,7669 +7,Chronos-Bolt,6.146034772915671,0.4998791285489167,1001.4718919709958,134,356,3871 +8,Moving-Average,5.176727482899188,0.40366109573138775,901.6727793495731,139,1854,13209 +9,ETS,5.534873862476352,0.3759838021148589,894.2946569802684,139,1854,13209 +10,ARIMA,5.5062042224518555,0.36890880742432125,863.9414324679697,139,1854,13209 +11,Toto-1.0,7.443476656698676,0.3499036226252021,826.427518602955,134,367,3907 +12,Seasonal-Naive,5.378603574273778,0.3629945828379886,746.5781141271834,139,1854,13209 diff --git a/results/aggregates/live_release_metrics.csv b/results/aggregates/live_release_metrics.csv index fed692cdf1a396bba695f71bc29a51ab409a1c7e..e7b4203cd11b5186fa565a22c6b605561496c30b 100644 --- a/results/aggregates/live_release_metrics.csv +++ b/results/aggregates/live_release_metrics.csv @@ -384,6 +384,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:05.074928+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,448865.67275762436,669.9743821651872,0.01705671116927961,0.01521881059480517,24.636406650661705,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.455053+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,449787.5901709921,670.662053623874,0.01706572336688621,0.015227859925595126,24.57412365558339,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.776736+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,349457.1296789585,591.1489911003473,0.01708233499272242,0.01536136922500607,36.27403895662671,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:45.064179+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,350119.9302387854,591.7093291801182,0.017099176241380725,0.015378313887039027,36.26377964402605,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:22:02.369176+00:00,2026-06-22T01:22:02.369176+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,0.3169074533967339,0.5629453378408369,0.0085352021500282,0.4356122103113208,2.4821416702079793,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:33:30.776110+00:00,2026-06-22T07:33:30.776110+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,0.3737040337380361,0.6113133678712057,0.012305158444961,0.7985186914109059,-15.142472841866445,True binance_btcusdt_1h_close/1h/short|window:0740b84fb5a867feca5c,2026-06-22T08:13:22.917126+00:00,2026-06-22T08:13:22.917126+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ARIMA,0.2732656714019672,0.5227481911991348,0.0117912606294595,0.7610992079601563,-2.641083194827792,True @@ -847,6 +848,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:33.303009+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:31.053834+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.482200+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:45.073538+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ARIMA,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:36.965639+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ARIMA,32.863400400238184,5.73266084817846,0.1714652592832502,0.18574778332311517,-69.90001950500876,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:47:47.296794+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ARIMA,32.863400400238184,5.73266084817846,0.1714652592832502,0.18574778332311517,-69.90001950500876,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:12:55.077486+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ARIMA,32.863400400238184,5.73266084817846,0.1714652592832502,0.18574778332311517,-69.90001950500876,True @@ -1328,6 +1330,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:33.394337+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.1569206389205129,0.39613209781651487,0.2545910952788691,0.2218987869025285,-48.19089576712677,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:31.141017+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.16106837257174256,0.40133324379092067,0.2582900105278315,0.22657449447879074,-46.085268137574104,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.572351+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.16202901103399986,0.4025282735833594,0.2594075424517765,0.22842102069813752,-43.882890267847266,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:45.162553+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.20695977363294626,0.4549283170269205,0.2960753648677789,0.2636860070585618,-47.6006832690555,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:22:56.074541+00:00,2026-06-18T02:22:56.074541+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,4.458966064957409,2.1116264027894256,0.1628808815438197,1.4675533503276323,16.23663458797337,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:11b0df9371d6d83f31eb,2026-06-19T14:04:12.608448+00:00,2026-06-19T14:04:12.608448+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,0.7092197973665822,0.8421518849747842,0.0643046641665643,0.4226255413555435,37.416700407575966,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:19131b95a2232e0a097d,2026-06-22T03:52:30.865299+00:00,2026-06-22T03:52:30.865299+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ARIMA,12.023444989965984,3.4674839566991484,0.1527417786936947,2.649054619127547,-0.6455256636848846,True @@ -2229,6 +2232,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:35:23.706960+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,414742.8906796773,644.0053498843603,0.008647280523478414,0.007552785037359326,28.311995277568467,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:52:20.357029+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,416155.0497887929,645.1008059123728,0.008656280334696181,0.007557820797485817,28.18899902675387,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:11:32.932248+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,395934.97748947144,629.2336430051014,0.008493252774605024,0.00749696085899127,30.73382581899184,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:22:17.604359+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,398978.862657547,631.6477362086774,0.00851004243346736,0.007506392377965528,30.461920033354673,True binance_btcusdt_1h_close/1h/short|window:01879e0ba67816eb9c43,2026-06-17T06:52:59.517094+00:00,2026-06-17T06:52:59.517094+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,0.1813123535575668,0.4258078833905812,0.0083663181977859,0.2410261424253861,,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:19:41.412209+00:00,2026-06-22T01:19:41.412209+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,0.3026024844282185,0.5500931597722504,0.0063219336945878,0.2735899804256079,4.788475382706393,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:29:55.777922+00:00,2026-06-22T07:29:55.777922+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-2,0.1135532687832525,0.3369766591075004,0.0030837061496461,0.2504677210622425,41.612619480802856,True @@ -2808,6 +2812,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T10:59:05.571244+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:23:41.230113+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T11:52:29.993431+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:22:21.593941+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-2,1.7296862743653321e-18,1.3151753777977035e-09,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:35:40.137211+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-2,5.691223427311949,2.385628518297002,0.06948273301970269,0.06372138777135845,1.1373874677595188,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:43:39.771609+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-2,5.691223427311949,2.385628518297002,0.06948273301970269,0.06372138777135845,1.1373874677595188,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:06:48.116243+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-2,5.691223427311949,2.385628518297002,0.06948273301970269,0.06372138777135845,1.1373874677595188,True @@ -3341,6 +3346,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T10:59:08.596424+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,0.16331946275353637,0.4041280276763001,0.2660173339993273,0.18937185164560308,-49.71035884088289,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:23:43.930134+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,0.1571080179038626,0.3963685379843645,0.2624152687765301,0.18825113235811072,-45.09926477274282,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T11:52:39.757161+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,0.15404834980470344,0.39248993592792086,0.26007665695766347,0.19159645977658105,-41.82136442225599,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:22:28.861706+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,0.15908884594312925,0.3988594313077343,0.2649691018012126,0.1961043371022457,-36.814682484669625,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:03e7b00b00d4d48d4a68,2026-06-17T04:11:08.994095+00:00,2026-06-17T04:11:08.994095+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24,Chronos-2,2.218090561011086,1.4893255389642273,0.0908454162060392,0.7197571955117151,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0ae705ae7c06195d3548,2026-06-20T07:11:34.364536+00:00,2026-06-20T07:11:34.364536+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,1.6374012824606374,1.279609816491198,0.0876871968289785,0.66602393955544,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:13:33.187160+00:00,2026-06-18T02:13:33.187160+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-2,5.315866431402307,2.3056162801737647,0.162103952491136,1.041535099609552,7.578104480071176,True @@ -4077,6 +4083,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:37:01.809286+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1139530.1287434895,1067.4877651493198,0.014628200957441537,0.011899298595801099,-21.10648533875598,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:58:28.233787+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,1141585.8117364247,1068.4501915093772,0.014637118381160543,0.01190429410434089,-21.157907023775735,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:14:17.063400+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,830606.2542069753,911.3760224007297,0.012812076059550419,0.011099800699532363,-5.280042518537505,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:25:01.215789+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Chronos-Bolt,833947.3378499349,913.2071713745654,0.012828827751294472,0.011109170322075142,-5.397496747434269,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:35.540032+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,3.2825236033380433e-15,5.729331202974779e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:41.878652+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,3.2825236033380433e-15,5.729331202974779e-08,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:24:17.647333+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Chronos-Bolt,3.2825236033380433e-15,5.729331202974779e-08,,,0.0,False @@ -4153,6 +4160,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:01:21.008170+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:25:43.024490+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T11:58:45.926770+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:25:04.798455+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Chronos-Bolt,1.0941039077622847e-12,1.0459942197556757e-06,,,-100.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:20.671042+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-Bolt,0.5429649771078099,0.7368615725547166,0.024579411757571498,0.023231561097247264,48.055880885914135,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:22.864979+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-Bolt,0.5429649771078099,0.7368615725547166,0.024579411757571498,0.023231561097247264,48.055880885914135,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:34:04.400144+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Chronos-Bolt,0.5429649771078099,0.7368615725547166,0.024579411757571498,0.023231561097247264,48.055880885914135,True @@ -4252,6 +4260,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:01:25.688148+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-Bolt,0.1545016634456727,0.3930669961287423,0.25863105054614893,0.1966908014458615,-47.59229388769688,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:25:48.209296+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-Bolt,0.15290650892147717,0.3910326187435994,0.25829513746785837,0.19365156146957907,-44.013016160585124,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T11:58:54.513748+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-Bolt,0.14113091080610612,0.3756739421441233,0.24980320118013857,0.18457364048386857,-38.14331397669965,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:25:08.693256+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Chronos-Bolt,0.15830565420134787,0.3978764308191023,0.2652330396747187,0.20731816083285923,-36.60117540245853,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:57:35.328419+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Chronos-Bolt,0.11776172695476816,0.3431642856632493,0.020374973698748754,0.021798208184095072,63.66379360821053,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:25.368831+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Chronos-Bolt,0.2492891895071049,0.4992886835359929,0.02237083427875951,0.022775195840174497,11.053779615439751,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:34:11.641640+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Chronos-Bolt,0.03641828334711287,0.19083574965690486,0.006310517211642076,0.014303141720880118,72.74607117466405,True @@ -4724,6 +4733,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:04.796501+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,48658.16241985975,220.58595245359518,0.002692562496500748,0.0022232411843812663,87.69693897911195,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.101515+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,48620.69761751557,220.5010150033681,0.0026883741649906356,0.002222754848186131,87.7142019444156,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.437335+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,57295.91259853562,239.365646237165,0.0030151968332408096,0.002374548100857541,85.7577092252287,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:44.931961+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,57227.999490330345,239.2237435756124,0.0029980099974577013,0.002372595243152647,85.79529199235722,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:22:02.463619+00:00,2026-06-22T01:22:02.463619+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,0.0407717866337577,0.201920248201506,0.0022009716898305,0.0960955086908494,78.1859319232306,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:33:31.014985+00:00,2026-06-22T07:33:31.014985+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,0.0864408961350167,0.2940083266423194,0.0025388064632111,0.1380528538051167,52.223162771726436,True binance_btcusdt_1h_close/1h/short|window:0740b84fb5a867feca5c,2026-06-22T08:13:23.012177+00:00,2026-06-22T08:13:23.012177+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,ETS,0.1569766000828541,0.3962027259911952,0.0040922131316173,0.2100823941511999,24.56300165808982,True @@ -5187,6 +5197,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:33.019931+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:30.743552+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.141481+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:44.948669+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,ETS,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.271281+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ETS,91.07949075925895,9.543557552572256,0.3110937607728242,0.32366464879618545,-87.98333276546316,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:47:47.619368+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ETS,91.07949075925895,9.543557552572256,0.3110937607728242,0.32366464879618545,-87.98333276546316,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:12:55.362560+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,ETS,91.07949075925895,9.543557552572256,0.3110937607728242,0.32366464879618545,-87.98333276546316,True @@ -5668,6 +5679,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:33.050097+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,0.08276555404639227,0.28769003119050246,0.19288003522009453,0.16765485762448196,-20.275459353973066,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:30.772213+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,0.08583448538594109,0.2929752299870095,0.19773004743448672,0.1717660486570755,-18.165082042282627,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.188704+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,0.10705142582273469,0.3271871418970108,0.22142495045501923,0.19473224383418467,-25.760963919448166,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:44.972682+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,0.19620594861787924,0.4429514066101148,0.3026826117877921,0.27256433543688263,-45.51118127560303,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:22:56.309920+00:00,2026-06-18T02:22:56.309920+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,1.9986483772642945,1.41373561080716,0.096180360043381,0.8006380139717161,51.17066223003137,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:11b0df9371d6d83f31eb,2026-06-19T14:04:12.855829+00:00,2026-06-19T14:04:12.855829+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,1.0259141108350418,1.0128741831219916,0.0808492027796189,0.565214309551051,20.56958188633371,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:19131b95a2232e0a097d,2026-06-22T03:52:30.982380+00:00,2026-06-22T03:52:30.982380+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,ETS,10.065748440268216,3.1726563697110683,0.1304395078586968,2.1908944757730193,8.221867294360015,True @@ -6281,6 +6293,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:52.583175+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,129054.52909024556,359.24160267185863,0.004886421997484207,0.006353427252503889,70.37958780021938,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:56:58.388942+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,129405.18822224934,359.729326330575,0.00489555770781971,0.006358474119475722,70.3293981493185,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:14:01.633527+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,90889.160861969,301.47829252198073,0.004013051904715462,0.005725128793554554,78.31277821736842,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:24:16.607710+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moirai-2.0,91524.61917686462,302.5303607522138,0.004030149240214558,0.0057345907524281375,78.20991900201693,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:18:03.423180+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:21.494800+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:50.436475+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Moirai-2.0,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,False @@ -6359,6 +6372,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:00:55.668148+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:25:26.089087+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T11:57:08.445456+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:24:20.053588+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moirai-2.0,1.2167879962794955e-13,3.488248839001449e-07,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:25.477371+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moirai-2.0,1.1386881610856108,1.0670933235128082,0.03830361121841618,0.03164686962922058,15.222455042363844,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:57.329391+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moirai-2.0,1.1386881610856108,1.0670933235128082,0.03830361121841618,0.03164686962922058,15.222455042363844,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:33:24.820258+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moirai-2.0,1.1386881610856108,1.0670933235128082,0.03830361121841618,0.03164686962922058,15.222455042363844,True @@ -6458,6 +6472,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:01:08.179010+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moirai-2.0,0.10331249305222773,0.3214226081846573,0.2151356387268487,0.12075137223333339,-30.63177161519985,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:25:31.551213+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moirai-2.0,0.10041844229494895,0.3168886907021911,0.21260469137672236,0.13051997756237863,-25.63071033966466,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T11:57:23.725757+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moirai-2.0,0.10524839963420066,0.3244200974572948,0.21858712589854631,0.13218719498882273,-24.966303128925976,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:24:23.125568+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moirai-2.0,0.11159576198197227,0.33405951862201483,0.2255631002261295,0.1370527341087563,-20.59974641789003,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:42.409676+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Moirai-2.0,0.47892216655732983,0.6920420265831619,0.029195877518132934,0.02497741638603455,5.10180898939469,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:09:01.467480+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Moirai-2.0,0.4939496926474476,0.7028155466745507,0.04254126112341427,0.035586131380455605,-22.689992901011948,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:33:32.002450+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Moirai-2.0,0.08265170380396587,0.2874920934633957,0.014007567980837845,0.019545028318645935,47.26912435660787,True @@ -6930,6 +6945,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:04.144958+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,688665.025325189,829.8584369187247,0.01305778247632578,0.01140549476218866,3.750496794760645,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:53.558668+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,689676.9836885128,830.4679305599421,0.013066829188317497,0.011414579406802168,3.7134220528350075,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:14.828042+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,690914.8972589769,831.2129072981103,0.013180498660270342,0.011474935066229753,3.919992999075144,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:44.686812+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,692892.9156793902,832.4018955284702,0.013197424128210398,0.011491946496816476,3.8600732546634435,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:22:02.488519+00:00,2026-06-22T01:22:02.488519+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,0.1489742184098265,0.3859717844737184,0.0048771123255213,0.2210326747420907,38.18680422959462,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:33:31.068326+00:00,2026-06-22T07:33:31.068326+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,0.1029916725943077,0.3209231568371278,0.003220088745007,0.1530588119969513,45.56516023795812,True binance_btcusdt_1h_close/1h/short|window:0740b84fb5a867feca5c,2026-06-22T08:13:23.059241+00:00,2026-06-22T08:13:23.059241+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Moving-Average,0.1001716084949669,0.3164989865623062,0.0030892525816164,0.1543325711714026,44.25222081261605,True @@ -7393,6 +7409,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:32.443079+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:30.171044+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:53.621574+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:44.714777+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Moving-Average,9.578202015526527e-15,9.786828912128038e-08,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.424662+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moving-Average,13.283119199052095,3.644601377249931,0.12283489203386348,0.11988099865698312,-39.051707811787956,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:47:47.730152+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moving-Average,13.283119199052095,3.644601377249931,0.12283489203386348,0.11988099865698312,-39.051707811787956,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:12:55.537079+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Moving-Average,13.283119199052095,3.644601377249931,0.12283489203386348,0.11988099865698312,-39.051707811787956,True @@ -7874,6 +7891,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:32.467316+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.03775376049759716,0.19430326939502887,0.12343723078609975,0.10538439554071496,18.471497380543195,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:30.197123+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.04037457420179347,0.20093425343080126,0.128953495215219,0.10992337728249368,19.104448571781624,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:53.663829+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.043232487682839715,0.2079242354388726,0.13394342505905033,0.11456604436407661,18.75649241491278,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:44.741221+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.050069554386931364,0.22376227203648824,0.14399873325041013,0.12404386528582509,18.943123028051193,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:22:56.426054+00:00,2026-06-18T02:22:56.426054+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,5.584797623855597,2.3632176420836903,0.1708821311527287,1.5880635042147018,5.120569555416256,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:11b0df9371d6d83f31eb,2026-06-19T14:04:12.919052+00:00,2026-06-19T14:04:12.919052+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,0.7421825586864905,0.8615001791563891,0.0698299225346295,0.4808216093348111,35.44681933261883,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:19131b95a2232e0a097d,2026-06-22T03:52:31.016609+00:00,2026-06-22T03:52:31.016609+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Moving-Average,11.331769105704987,3.3662693156824197,0.138263072630169,2.354754194385493,2.316465223374987,True @@ -8781,6 +8799,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:05.216238+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,742334.6212011973,861.5884291244847,0.012698076679562373,0.00878656621097586,0.0,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.764589+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,742873.634253184,861.901174296209,0.012707188275783791,0.008789548263911678,0.0,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:15.865686+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,747292.5276266733,864.4608305913423,0.012773963912470357,0.008810490799120066,0.0,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:45.179877+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,748533.012415568,865.1780235394147,0.012790983955810705,0.008816075625372503,0.0,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:22:02.507250+00:00,2026-06-22T01:22:02.507250+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,0.3330400717529599,0.5770962413263147,0.0074647926873788,0.3493354391815629,0.0,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:33:31.096521+00:00,2026-06-22T07:33:31.096521+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,0.2754118389969035,0.5247969502549568,0.0054985069346336,0.3525814888009477,0.0,True binance_btcusdt_1h_close/1h/short|window:0740b84fb5a867feca5c,2026-06-22T08:13:23.090823+00:00,2026-06-22T08:13:23.090823+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Seasonal-Naive,0.2592027377306001,0.5091195711525929,0.0051633669136927,0.3473196849970218,0.0,True @@ -9245,6 +9264,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:33.421751+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:31.173016+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.781271+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:45.190529+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Seasonal-Naive,0.0,0.0,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:39:37.555169+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Seasonal-Naive,5.822175382487785,2.4129184367665197,0.07862645318264146,0.07666914501382317,0.0,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:47:47.818007+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Seasonal-Naive,5.822175382487785,2.4129184367665197,0.07862645318264146,0.07666914501382317,0.0,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T09:42:32.652885Z|h:24,2026-06-29T09:42:32.652885Z,2026-06-29T09:54:03.464044+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Seasonal-Naive,5.822175382487785,2.4129184367665197,0.07862645318264146,0.07666914501382317,0.0,True @@ -9727,6 +9747,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:33.434160+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,0.05486111475361888,0.23422449648492977,0.13246028227609724,0.12224811032946034,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:31.183152+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,0.059444447954497354,0.2438123211703981,0.13655572339439107,0.12529666261508365,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:54.806782+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,0.06319444775581513,0.2513850587362247,0.14042222675325663,0.12834520584557046,0.0,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:45.200803+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,0.07347222579850271,0.2710576060517445,0.15043148593713557,0.13599568074144175,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:22:56.494131+00:00,2026-06-18T02:22:56.494131+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,6.187612049529851,2.4874911154675208,0.1744592007107374,2.0829138268334573,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:11b0df9371d6d83f31eb,2026-06-19T14:04:12.963221+00:00,2026-06-19T14:04:12.963221+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,1.5572628009796263,1.2479033620355489,0.0974046476023997,0.9483561822741916,0.0,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:19131b95a2232e0a097d,2026-06-22T03:52:31.042938+00:00,2026-06-22T03:52:31.042938+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Seasonal-Naive,11.869211758915814,3.4451722393685653,0.1381011458569962,2.8617426359464897,0.0,True @@ -10482,6 +10503,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:40:00.922435+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,3168626.827279409,1780.0637143876083,0.024765392607520694,0.023180282003167102,-62.03825422571775,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:20.823353+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,3056029.9022356668,1748.1504232289815,0.024765721062705127,0.022591661455111742,-60.89010278266832,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:16:07.011472+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,2158911.054866155,1469.3233323085,0.02048983997359395,0.01884061620980226,-48.57259607493327,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:15.464714+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Sundial,1995293.7432435353,1412.5486693362234,0.01960503732287203,0.017826355847232096,-45.4387554992873,True coingecko_bitcoin_7d_price_usd/1h/short|source:2026-07-01T13:53:41.688769Z|h:24,2026-07-01T13:53:41.688769Z,2026-07-01T13:57:56.335483+00:00,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Sundial,1016628.6770089468,1008.2800588174631,0.01677326751586575,0.014073816859388764,14.709856438305243,True coingecko_bitcoin_7d_price_usd/1h/short|source:2026-07-01T14:08:29.621973Z|h:24,2026-07-01T14:08:29.621973Z,2026-07-01T14:12:24.898060+00:00,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Sundial,842054.5015761057,917.6352769897775,0.01522319536201152,0.012567619664747148,23.577264531136663,True coingecko_bitcoin_7d_price_usd/1h/short|source:2026-07-01T14:22:52.227942Z|h:24,2026-07-01T14:22:52.227942Z,2026-07-01T14:28:19.503536+00:00,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,Sundial,863457.1352214813,929.2239424495482,0.01550003371469257,0.012707513258450391,22.388596579606055,True @@ -10687,6 +10709,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:27.630378+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,5.145809998888019e-16,2.2684377881899293e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:25.499116+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,4.178415669140048e-16,2.0441173325276725e-08,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:29.262605+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,4.675649194309117e-16,2.1623249511368813e-08,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:19.559755+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Sundial,3.933750108109196e-16,1.983368374283808e-08,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-01T08:20:13.790420Z|h:24,2026-07-01T08:20:13.790420Z,2026-07-01T08:26:34.119599+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Sundial,2.509768616245765,1.5842249260271613,0.046315313784390355,0.04241500448067035,,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-01T08:42:23.318206Z|h:24,2026-07-01T08:42:23.318206Z,2026-07-01T08:45:54.809113+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Sundial,2.527925027144041,1.5899449761372375,0.045019051154124336,0.04242581594532663,1.5067085897240102,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-01T09:58:21.988164Z|h:24,2026-07-01T09:58:21.988164Z,2026-07-01T10:05:14.999051+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Sundial,2.4870107241204096,1.5770259110491525,0.04629519098849579,0.04256547478689998,2.3222721221268117,True @@ -10937,6 +10960,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:32.386880+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.14445219142470933,0.3800686667231453,0.24903620491233294,0.20622593767741476,-44.94987233362741,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:28:30.112176+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.14282037525541805,0.37791583091399866,0.24976300222040157,0.20541568988092251,-41.221170333899884,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T12:04:36.028325+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.1391894748237355,0.3730810566401563,0.24843125089499837,0.2100623883347167,-37.549932869815365,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:27:44.657186+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Sundial,0.14773582244048158,0.3843641794450695,0.25356754291441813,0.22208592208567418,-33.57183304729829,True nws_ksfo_observations_temperature/1h/short|source:2026-07-01T08:20:13.790420Z|h:24,2026-07-01T08:20:13.790420Z,2026-07-01T08:26:51.066227+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Sundial,0.22731593316416365,0.4767766071905832,0.01832482881516077,0.014861121783816489,,True nws_ksfo_observations_temperature/1h/short|source:2026-07-01T09:02:50.230786Z|h:24,2026-07-01T09:02:50.230786Z,2026-07-01T09:07:45.174057+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Sundial,0.17650390044101036,0.42012367279291746,0.016581735284856947,0.015322272531483997,4.765079322362417,True nws_ksfo_observations_temperature/1h/short|source:2026-07-01T10:22:06.187586Z|h:24,2026-07-01T10:22:06.187586Z,2026-07-01T10:27:23.205942+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Sundial,0.8729944161252282,0.9343417020155036,0.058989109389369666,0.04562456675327023,-15.01945253808639,True @@ -11250,6 +11274,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:39:11.272029+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,589736.6835269928,767.943151233861,0.011088104032140287,0.011108142678066006,11.455688380386077,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T12:00:18.064993+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,590745.6311378479,768.5997860641439,0.011097155464731638,0.011117230076356233,11.407153980392632,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:15:16.580483+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,486235.511762619,697.3058954021678,0.010195729498642196,0.01021171099324051,21.163444001913497,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:25:58.353970+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TabPFN-TS,488040.5451927185,698.5989873974328,0.01021267742086872,0.010228744125891646,21.06566694881297,True data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short|source:2026-07-01T13:07:24.792624Z|h:12,2026-07-01T13:07:24.792624Z,2026-07-01T13:17:08.524185+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,TabPFN-TS,30432.245376910596,174.44840319392608,0.7106828034516671,0.8392463572886636,,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-01T13:07:24.792624Z|h:36,2026-07-01T13:07:24.792624Z,2026-07-01T13:17:20.351121+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,0.0,0.0,,,,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:19:55.405418+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,TabPFN-TS,0.0,0.0,,,0.0,False @@ -11327,6 +11352,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:02:21.446215+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:27:25.441761+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T12:01:04.265561+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:26:20.841217+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TabPFN-TS,0.0,0.0,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-01T13:07:24.792624Z|h:24,2026-07-01T13:07:24.792624Z,2026-07-01T13:17:50.303034+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TabPFN-TS,1.1575554798453898,1.0758975229292935,0.032667823212513776,0.03420012171826817,,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:11:47.768869+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TabPFN-TS,1.926244963300481,1.3878922736655324,0.045103438810338035,0.04568498026131475,-10.899610941946875,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:39:18.498431+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TabPFN-TS,1.926244963300481,1.3878922736655324,0.045103438810338035,0.04568498026131475,-10.899610941946875,True @@ -11424,6 +11450,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:03:00.804162+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TabPFN-TS,0.12563610575166922,0.35445183840921074,0.23691305506367874,0.2223629960374557,-39.211125135290835,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:27:49.104842+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TabPFN-TS,0.11921426767627846,0.34527419202175896,0.23105768253631817,0.21704458380208433,-33.45474611230505,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T12:01:44.568487+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TabPFN-TS,0.12532060133237857,0.35400649899737513,0.23362475242335023,0.21892745980938663,-32.9555406197299,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:26:56.076274+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TabPFN-TS,0.142872339681821,0.37798457598402213,0.251804490979038,0.23716045794178062,-32.07851037498335,True nws_ksfo_observations_temperature/1h/short|source:2026-07-01T13:07:24.792624Z|h:24,2026-07-01T13:07:24.792624Z,2026-07-01T13:18:44.330989+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,TabPFN-TS,0.01658539478929318,0.1287842955848778,0.00948096037378584,0.009480030805333274,-40.14606798593278,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:12:12.599111+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,TabPFN-TS,0.263606948603865,0.5134266730545513,0.022186409061403956,0.0211497956008338,8.287802090998813,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:40:21.486374+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,TabPFN-TS,0.041669741791376204,0.2041316775793904,0.004456586495356796,0.004241257653328713,69.41704893190872,True @@ -11893,6 +11920,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:35:41.280707+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,392842.6292152405,626.77159254009,0.008827526303946816,0.008193752901225426,30.78743798448624,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:53:07.132814+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,393663.68009757996,627.4262347858751,0.00883660179212006,0.0081987827255661,30.725779941073636,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:12:50.819123+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,396976.5993150075,630.0607901742558,0.009046328377384833,0.008315332178257044,30.614819544066933,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:22:38.782873+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,398761.11255772907,631.475345961922,0.009063278921066198,0.008324749637693123,30.486680986532527,True binance_btcusdt_1h_close/1h/short|window:01879e0ba67816eb9c43,2026-06-17T06:54:34.213561+00:00,2026-06-17T06:54:34.213561+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,0.160538580492642,0.4006726600264136,0.0077998502585261,0.2146609791701683,,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:20:54.533078+00:00,2026-06-22T01:20:54.533078+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,0.3253257633711659,0.5703733543663886,0.006509406779106,0.2858020737091157,1.1717358298733047,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:31:44.064640+00:00,2026-06-22T07:31:44.064640+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TiRex,0.2663201865137117,0.5160621924862465,0.005269364684183,0.2671874556573511,1.678256417390571,True @@ -12466,6 +12494,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T10:59:41.546864+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:23:55.540950+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T11:53:22.640438+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:22:42.267782+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TiRex,2.0440368407041843e-18,1.4296981641955705e-09,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:37:49.833711+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TiRex,2.4940922205109928,1.5792695211745817,0.04640573262886946,0.04279827575737358,40.018952261429305,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:45:40.096912+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TiRex,2.4940922205109928,1.5792695211745817,0.04640573262886946,0.04279827575737358,40.018952261429305,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:10:40.398108+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TiRex,2.4940922205109928,1.5792695211745817,0.04640573262886946,0.04279827575737358,40.018952261429305,True @@ -12996,6 +13025,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T10:59:47.174274+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,0.1619122149142292,0.40238316927305645,0.2661783810876413,0.17055763261588303,-49.38388884123331,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:23:59.897420+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,0.14623228734634214,0.3824033045703739,0.254981466041071,0.16012976791994982,-42.19623540061634,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T11:53:39.830227+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,0.13508708883439802,0.36754195520293736,0.2462376374504855,0.15546452080933407,-36.25785956418263,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:22:49.337080+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,0.1696329450167181,0.4118652024834316,0.27851440283393886,0.1836671930310663,-39.555192880411894,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:03e7b00b00d4d48d4a68,2026-06-17T04:12:09.650239+00:00,2026-06-17T04:12:09.650239+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24,TiRex,2.843741079720747,1.6863395505415708,0.1033795206482364,0.7930112086967829,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0ae705ae7c06195d3548,2026-06-20T13:01:55.709341+00:00,2026-06-20T13:01:55.709341+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,1.5781387951012906,1.256239943283643,0.0858721157463461,0.6651752709050828,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:19:54.842628+00:00,2026-06-18T02:19:54.842628+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TiRex,5.489154929283025,2.3428945621352715,0.1646994151724077,1.0791858270209038,5.981596802558059,True @@ -14010,6 +14040,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:24.220746+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,340681.5534655253,583.6793241716939,0.011188876894110356,0.007299512721591049,37.08652531060055,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:54:40.156477+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,341423.85984102887,584.3148636146686,0.011197929022201831,0.007304550827186489,37.023951138752125,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:13:27.188920+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,228061.69519551596,477.558054267244,0.009382411266666155,0.0061184528302149046,53.23510374812978,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:23:42.313347+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,229333.68233426413,478.8879642821107,0.009399365438981616,0.006127908031820513,53.095103133063624,True binance_btcusdt_1h_close/1h/short|window:01879e0ba67816eb9c43,2026-06-17T06:53:42.689625+00:00,2026-06-17T06:53:42.689625+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,0.1316480282298061,0.3628333339562478,0.0115041829002529,0.2379950762051307,,True binance_btcusdt_1h_close/1h/short|window:03c799d1e84862203538,2026-06-22T01:20:14.323519+00:00,2026-06-22T01:20:14.323519+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,0.1876052556822667,0.4331342236331213,0.0035212021999806,0.2825173319955255,27.933567902573127,True binance_btcusdt_1h_close/1h/short|window:04d92c60ece42d8a5afb,2026-06-22T07:30:36.018310+00:00,2026-06-22T07:30:36.018310+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,TimesFM-2.5,0.1876660841999844,0.4332044369578691,0.0029553106220395,0.282650315619165,18.948377886633143,True @@ -14592,6 +14623,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:00:14.597560+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:24:29.869820+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T11:54:51.624594+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:23:47.117689+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,TimesFM-2.5,0.0,0.0,,,0.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T07:34:52.372126Z|h:24,2026-06-29T07:34:52.372126Z,2026-06-29T07:36:32.892207+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TimesFM-2.5,6.613498703618461,2.5716723554174745,0.08541748411560328,0.0740711694846831,-6.363332744581831,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T08:43:00.875911Z|h:24,2026-06-29T08:43:00.875911Z,2026-06-29T08:44:29.008217+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TimesFM-2.5,6.613498703618461,2.5716723554174745,0.08541748411560328,0.0740711694846831,-6.363332744581831,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-06-29T11:06:08.782301Z|h:24,2026-06-29T11:06:08.782301Z,2026-06-29T11:08:28.558457+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,TimesFM-2.5,6.613498703618461,2.5716723554174745,0.08541748411560328,0.0740711694846831,-6.363332744581831,True @@ -15124,6 +15156,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:00:21.587423+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,0.1574109910589717,0.39675054008655325,0.23928301098817004,0.24746969083847967,-48.310575670216124,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:24:34.306064+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,0.1746257185360284,0.417882421903612,0.2521484074831102,0.2589452209081722,-49.20800984955643,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T11:55:04.987091+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,0.16308867060797894,0.4038423833724971,0.2477472908726414,0.2506060285990035,-44.1456806740503,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:23:52.916849+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,0.21157250412915257,0.4599701122129052,0.28988212134685765,0.2929836257557822,-48.44863413742113,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:03e7b00b00d4d48d4a68,2026-06-17T04:11:34.199222+00:00,2026-06-17T04:11:34.199222+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24,TimesFM-2.5,3.2397379005465416,1.7999271931238057,0.135487120059525,1.0129581278529092,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0ae705ae7c06195d3548,2026-06-20T09:13:05.046087+00:00,2026-06-20T09:13:05.046087+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,1.5822271040128972,1.257866091447296,0.0760802980328969,0.9224730139622712,,True noaa_ndbc_46013_realtime_wave_height/10min/short|window:0c11189f274572c341ce,2026-06-18T02:14:46.973066+00:00,2026-06-18T02:14:46.973066+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,TimesFM-2.5,3.2562008763475303,1.8044946318422592,0.1530632211114964,1.0110802583269485,31.040546823517015,True @@ -15869,6 +15902,7 @@ binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:23:01.529147Z|h:24,2026-0 binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:33:44.849635Z|h:24,2026-07-04T11:33:44.849635Z,2026-07-04T11:36:40.405967+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,560301.3004029592,748.5327650831052,0.006438094102770055,0.007299729408223014,13.974228545307543,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T11:51:39.301864Z|h:24,2026-07-04T11:51:39.301864Z,2026-07-04T11:55:53.637341+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,734932.4932759603,857.282038349084,0.006224278361506738,0.0072423340664365165,0.5373601333282485,True binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:11:00.605297Z|h:24,2026-07-04T12:11:00.605297Z,2026-07-04T12:13:48.911083+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,3478327.4608167014,1865.0274691855618,0.005856925290359687,0.006525966397612193,-64.63039602849099,True +binance_btcusdt_1h_close/1h/short|source:2026-07-04T12:21:41.315563Z|h:24,2026-07-04T12:21:41.315563Z,2026-07-04T12:24:02.693816+00:00,binance_btcusdt_1h_close/1h/short,Finance,1h,24,Toto-1.0,666272.7331377665,816.2553112462831,0.005763955706168163,0.006427331453866998,5.814245491746239,True data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:14:44.325135Z|h:36,2026-07-03T08:14:44.325135Z,2026-07-03T08:17:23.509432+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,0.41112439665885936,0.6411898288797627,,,-100.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T08:45:14.545252Z|h:36,2026-07-03T08:45:14.545252Z,2026-07-03T08:48:05.355844+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,3.5214492592627344,1.8765524930741304,,,-100.0,False data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short|source:2026-07-03T09:20:36.985472Z|h:36,2026-07-03T09:20:36.985472Z,2026-07-03T09:23:21.793579+00:00,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,Toto-1.0,0.06178618779853719,0.24856827592944597,,,-100.0,False @@ -15947,6 +15981,7 @@ data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T10:58:35.932102Z|h:12,2026-07-04T10:58:35.932102Z,2026-07-04T11:00:34.583398+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.09661434426409275,0.3108284804584238,,,-100.0,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:23:01.529147Z|h:12,2026-07-04T11:23:01.529147Z,2026-07-04T11:24:49.432971+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.0007933207021870113,0.028165949339353204,,,-100.00000000000001,False data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T11:51:39.301864Z|h:12,2026-07-04T11:51:39.301864Z,2026-07-04T11:56:02.685535+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.0001443219294361156,0.012013406237870906,,,-100.0,False +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short|source:2026-07-04T12:21:41.315563Z|h:12,2026-07-04T12:21:41.315563Z,2026-07-04T12:24:07.056425+00:00,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,Toto-1.0,0.000207071512129054,0.014389979573614898,,,-100.0,False nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:55:47.158640+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Toto-1.0,0.7109698636919953,0.8431902891352553,0.02804324411280774,0.024903814677162905,37.04270890048882,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:29.777440+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Toto-1.0,1.0060821914309297,1.0030364855930864,0.02708975702840474,0.024210902962583176,21.205632915838436,True nasa_power_shanghai_hourly_T2M/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:32:48.439106+00:00,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,Toto-1.0,4.45580847373598,2.1108786023208395,0.02634014700013761,0.023899594280053314,-48.44241291089929,True @@ -16049,6 +16084,7 @@ noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:20:41.3915 noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T10:58:35.932102Z|h:72,2026-07-04T10:58:35.932102Z,2026-07-04T11:00:38.460832+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Toto-1.0,0.45001657539059337,0.6708327477028782,0.24502047171062358,0.15263514838714487,-78.26756229297894,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:23:01.529147Z|h:72,2026-07-04T11:23:01.529147Z,2026-07-04T11:25:09.551901+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Toto-1.0,1.1374402624758309,1.0665084446340924,0.25128916449761446,0.1588406304839874,-90.06680469113442,True noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T11:51:39.301864Z|h:72,2026-07-04T11:51:39.301864Z,2026-07-04T11:56:13.052578+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Toto-1.0,0.3040312320638244,0.551390272006883,0.23816436644928254,0.1538229884967578,-65.58277308555728,True +noaa_ndbc_46013_realtime_wave_height/10min/short|source:2026-07-04T12:21:41.315563Z|h:72,2026-07-04T12:21:41.315563Z,2026-07-04T12:24:11.075562+00:00,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,Toto-1.0,0.3759557885986895,0.6131523371876597,0.2588027266911597,0.1727762103827772,-67.30411837052509,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T07:52:13.218889Z|h:24,2026-07-03T07:52:13.218889Z,2026-07-03T07:56:03.793991+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Toto-1.0,0.12837600989841272,0.3582959808571856,0.016079676203254258,0.023277207138621022,61.02688860636251,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T09:04:07.956933Z|h:24,2026-07-03T09:04:07.956933Z,2026-07-03T09:08:34.380347+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Toto-1.0,1.1842421984433713,1.0882289274060726,0.0228584638688155,0.0218879835279246,-58.37491344912169,True nws_ksfo_observations_temperature/1h/short|source:2026-07-03T10:29:13.950699Z|h:24,2026-07-03T10:29:13.950699Z,2026-07-03T10:32:56.701736+00:00,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,Toto-1.0,0.22324347988004925,0.47248648645231034,0.004790309009352781,0.008919251208500303,1.671492117880361,True @@ -16140,6 +16176,6 @@ usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-04T10:20:41.391571Z|h:24,2 usgs_potomac_iv_usgs_00060/15min/short|source:2026-07-04T11:09:15.487668Z|h:24,2026-07-04T11:09:15.487668Z,2026-07-04T11:11:27.139220+00:00,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,Toto-1.0,8019.469022554656,89.55148810910211,0.0013017280109367797,0.0025172635388162855,-94.93586928022778,True wikimedia_time_series_hourly_pageviews/1D/short|source:2026-07-03T11:25:49.678873Z|h:7,2026-07-03T11:25:49.678873Z,2026-07-03T11:28:09.226129+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Toto-1.0,4359.687570837858,66.0279302328784,0.222500813890581,0.13814162917800613,27.014286680101073,True wikimedia_time_series_hourly_pageviews/1D/short|source:2026-07-04T11:51:39.301864Z|h:7,2026-07-04T11:51:39.301864Z,2026-07-04T11:56:49.171441+00:00,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,Toto-1.0,15995.259674732972,126.4723672378001,0.19658008791520107,0.12568764051187853,-30.901131137799624,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:14:19.474424+00:00,2026-07-04T12:14:19.474424+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Chronos-Bolt,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:14:10.459924+00:00,2026-07-04T12:14:10.459924+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Moirai-2.0,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,True -snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:13:53.654976+00:00,2026-07-04T12:13:53.654976+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Toto-1.0,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:25:08.699304+00:00,2026-07-04T12:25:08.699304+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Chronos-Bolt,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:24:23.133326+00:00,2026-07-04T12:24:23.133326+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Moirai-2.0,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,True +snapshot|data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,2026-07-04T12:24:11.083111+00:00,2026-07-04T12:24:11.083111+00:00,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,Toto-1.0,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,True diff --git a/results/aggregates/live_results_by_dataset.csv b/results/aggregates/live_results_by_dataset.csv index da66831b4b0063a6ea400fbcb1548014756dec62..94b044ebc58de0c770c62de6c84a2d4150f2b7a4 100644 --- a/results/aggregates/live_results_by_dataset.csv +++ b/results/aggregates/live_results_by_dataset.csv @@ -1,156 +1,156 @@ model,dataset,domain,frequency,prediction_lengths,MSE,RMSE,MAPE,CRPS,RTG,Stability,Improvement,Improvement_pvalue,n_releases,MAPE_coverage,first_release,last_release -ARIMA,binance_btcusdt_1h_close/1h/short,Finance,1h,24,665438.3119156536,667.554434020338,0.014334504308494794,0.12317199984576668,16.568327050082363,748770.2723259319,0.4459436154749488,1.1737613842777564e-49,494,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-04T12:11:00.605297Z +ARIMA,binance_btcusdt_1h_close/1h/short,Finance,1h,24,664801.3050839831,667.4012115863175,0.014340089504318804,0.12295423482362784,16.608115843201443,748146.274230138,0.443716517400728,2.818085643956124e-49,495,1.0,2026-06-17T12:10:12.135642+00:00,2026-07-04T12:21:41.315563Z ARIMA,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,637362.048413627,753.5222622305821,0.011766852301044444,0.010280979871578728,14.879170644964086,457993.6238729679,0.4802566071403323,0.00023338833765900228,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z ARIMA,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,2.5409813214275782e-05,0.002380725533037423,,,-32.85887560771463,6.13325781233005e-05,-0.25866809292045007,9.072074452646282e-05,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z -ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z +ARIMA,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,193,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T12:21:41.315563Z ARIMA,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,13.387477223520241,3.166701287582211,0.10204986724925066,0.18193524738830935,-42.45326801242732,11.71849848370784,-0.49022112832279124,1.3204113439961913e-07,61,1.0,2026-06-18T05:03:29.867986+00:00,2026-07-04T11:51:39.301864Z ARIMA,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8110876081474452,0.7436698966559725,1.4334930092251716,0.5254952406800003,0.06205379668242277,1.0450524213986754,-0.3207076848249027,1.8619578277416784e-14,257,0.980544747081712,2026-06-17T12:10:12.335728+00:00,2026-07-04T12:11:00.605297Z -ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.5769081876785682,0.8435822232816093,0.15537263945655297,0.47944356526684156,6.9117891784659005,3.6035811221310126,-0.4349244961534004,2.4579770567543484e-21,215,1.0,2026-06-17T12:10:12.398268+00:00,2026-07-04T11:51:39.301864Z +ARIMA,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.5705658339098383,0.8417828996415414,0.15602404096308647,0.47844468768254383,6.659416620838486,3.596399108260842,-0.4313692320218876,4.1692355227886326e-21,216,1.0,2026-06-17T12:10:12.398268+00:00,2026-07-04T12:21:41.315563Z ARIMA,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.025147221507591,0.9701236656491534,0.03920475832109614,0.37020614397131857,32.52919884214037,26.693293866971842,-0.019647019647019648,0.7990663526606824,78,1.0,2026-06-17T12:10:12.433031+00:00,2026-07-04T11:51:39.301864Z ARIMA,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,469.1000305856989,14.733265617739491,0.4363058175808497,0.46476256360549123,18.11249213395736,971.6466342875517,0.552280701754386,1.6749837358109278e-12,76,1.0,2026-06-17T12:10:12.456148+00:00,2026-07-04T11:51:39.301864Z ARIMA,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,9.161761067112176,2.6256242598478634,0.11835566159776177,0.3752134671215067,-49.09616643343372,10.481317973727382,0.4165124028137727,1.5203468036719146e-07,74,1.0,2026-06-17T12:39:00.859383+00:00,2026-07-04T11:51:39.301864Z ARIMA,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,12.786164070703581,3.2465946190807573,0.5887380591908882,0.34479503703366665,18.00883894053623,8.422716776805936,0.4680701754385966,2.1932765625283107e-09,76,1.0,2026-06-17T12:10:12.513260+00:00,2026-07-04T11:51:39.301864Z ARIMA,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1141.3783846767562,25.00066278411526,0.012076628266337883,0.12320360043384505,-6.3139212460847425,2857.7496154404766,0.15162979828041448,0.004934414090024324,157,1.0,2026-06-17T12:26:17.165483+00:00,2026-07-04T11:09:15.487668Z ARIMA,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1497.6449023988077,29.244693569412448,0.19059512538856654,0.2840846198094644,50.089686274981915,1427.2723435126513,0.5916079783099616,0.027707849358079864,9,1.0,2026-06-17T12:10:12.582752+00:00,2026-07-04T11:51:39.301864Z -Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,475998.700296476,476.0908253274705,0.009896138208149998,0.11762000891529523,34.34691648996986,747442.0192353508,0.5974942562932845,9.783093299191803e-107,603,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-04T12:11:00.605297Z +Chronos-2,binance_btcusdt_1h_close/1h/short,Finance,1h,24,475871.1840089943,476.3483698819096,0.009893843347595887,0.11743770160314732,34.33878888232004,746828.5679234054,0.5965975860213282,1.3504911409789314e-106,604,1.0,2026-06-16T12:06:40.343188+00:00,2026-07-04T12:21:41.315563Z Chronos-2,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,400097.44087483804,560.2205869407004,0.00783121158861998,0.006440046369855963,45.80162880536755,393755.0454473591,0.3837603460311939,0.0032459311642611286,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z Chronos-2,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,2.7029594910547964e-07,0.0001868396497381377,,,-32.54005568286491,8.975008283625573e-07,-0.2556743240194816,0.00010385982158880241,132,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z -Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.7296862743653316e-18,1.3151753777977035e-09,,,0.0,5.792895191836409e-34,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z +Chronos-2,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.7296862743653316e-18,1.3151753777977035e-09,,,0.0,5.792816620133963e-34,0.0,1.0,193,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T12:21:41.315563Z Chronos-2,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.130580597729157,1.2944608791188008,0.043300659644521594,0.06337294004285382,20.235843678948065,1.8700085830291102,-0.17878330548357893,0.04851715444040036,64,1.0,2026-06-17T05:11:12.972050+00:00,2026-07-04T11:51:39.301864Z Chronos-2,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.17162667966017117,0.32413940190328966,0.48240002438687324,0.16666729272811207,45.482712413577495,0.27737433490364044,-0.010794446184361624,0.7768067714251716,310,0.9806451612903225,2026-06-16T12:06:44.487655+00:00,2026-07-04T12:11:00.605297Z -Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.7944785772675018,0.9377850941606514,0.15784105268656062,0.4680624777366758,3.923520308687249,3.8649954891588454,-0.47147541738650706,2.677382706100442e-28,247,1.0,2026-06-16T12:06:47.974062+00:00,2026-07-04T11:51:39.301864Z +Chronos-2,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.7878842638347425,0.9356120068104379,0.15827302062653908,0.46696587233089193,3.727663564488419,3.858561377137307,-0.4701213829485533,2.962043137262195e-28,248,1.0,2026-06-16T12:06:47.974062+00:00,2026-07-04T12:21:41.315563Z Chronos-2,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.353862512695878,1.1187028957074547,0.04303287694526316,0.4784508292658063,32.713681816819914,28.32037682229703,0.009555661729574772,0.8926814144738151,92,1.0,2026-06-16T13:12:22.165146+00:00,2026-07-04T11:51:39.301864Z Chronos-2,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,255.4732771079951,10.820716500607372,0.3325372619278733,0.46709622615000335,34.90798756743573,517.5349345262514,0.5896976483762598,2.5542057522628922e-17,95,1.0,2026-06-16T13:12:26.984109+00:00,2026-07-04T11:51:39.301864Z Chronos-2,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.6318558147627795,1.0463649068092424,0.04321283633887318,0.09859990374057222,16.691309401737524,1.9905137733489944,0.5684899485741,6.950846885964338e-16,93,1.0,2026-06-16T13:12:32.541423+00:00,2026-07-04T11:51:39.301864Z Chronos-2,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,10.533287103438344,2.7878475035373915,0.5789719847204039,0.35645663410303463,23.968321253080408,9.259256531196911,0.4647256438969764,2.535248167998757e-11,95,1.0,2026-06-16T13:12:36.348072+00:00,2026-07-04T11:51:39.301864Z Chronos-2,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,928.5583220453827,17.87900502007687,0.008040214702253454,0.15000860548842773,14.645170724772772,2657.256480397074,0.18556537225907274,0.00028611842006570203,174,1.0,2026-06-16T12:40:50.960167+00:00,2026-07-04T11:09:15.487668Z Chronos-2,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,125.42521031485201,8.419934605754424,0.060608557870498396,0.12247503754502333,93.29613400909886,129.30033345720258,0.7042952122737639,0.008774633060101168,9,1.0,2026-06-17T09:43:59.015450+00:00,2026-07-04T11:51:39.301864Z -Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,747051.7057303888,775.7711088249748,0.011323093583859776,0.010227150735428795,32.240019788970955,565179.5799259646,0.17453183520599252,0.014842851357021281,90,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z -Chronos-Bolt,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,,,,1,1.0,2026-07-04T12:14:19.474424+00:00,2026-07-04T12:14:19.474424+00:00 +Chronos-Bolt,binance_btcusdt_1h_close/1h/short,Finance,1h,24,748006.6027866474,777.2813952266187,0.011339640113172246,0.010236843258358976,31.81712634474168,562104.7361658673,0.17264957264957265,0.01535997470035708,91,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z +Chronos-Bolt,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,24494.29886562596,156.5065457596773,0.6356253615465683,0.5956771935646294,,,,,1,1.0,2026-07-04T12:25:08.699304+00:00,2026-07-04T12:25:08.699304+00:00 Chronos-Bolt,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.2825236033380433e-15,5.729331202974778e-08,,,0.0,0.0,0.0,1.0,31,0.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:51:39.301864Z -Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622845e-12,1.045994219755676e-06,,,-100.0,2.0423036690021176e-28,0.0,1.0,45,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z +Chronos-Bolt,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.0941039077622845e-12,1.045994219755676e-06,,,-100.0,2.041799334220011e-28,0.0,1.0,46,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z Chronos-Bolt,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.5327355641334287,0.7298263312717564,0.024053017048889746,0.021665205876405847,41.68227479308551,0.014242273000772717,-0.7032108464077431,0.0026997960632601866,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.49917729165446223,0.6471480153301217,0.8240388529942733,0.3715019056132434,-11.725792515009282,0.3816668542356545,0.05507246376811595,0.5894145254666981,46,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z -Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.0964687360886618,0.30019079584743014,0.1768027442000881,0.12376326797192316,4.842194447454663,0.0531910594648844,-0.22327551321381914,0.045872089880001174,39,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z +Chronos-Bolt,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.09801465904147896,0.3026329367217219,0.1790135015869539,0.12585214029344655,3.8061102012068333,0.05340728462665623,-0.16966637038696117,0.12396201669990359,40,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z Chronos-Bolt,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.5267397899263799,0.5618880743012021,0.029173690567128575,0.02903698788259993,45.39704727390233,0.7883548556711871,-0.16483516483516486,0.4505630133066889,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,397.5927337146272,19.434121902822806,0.3584389382697868,0.2803658335650997,22.52846401195034,176.85293550883165,0.5604395604395604,0.004565983394728434,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3.946789150570708,1.8884372967215157,0.05269355347551187,0.04915039057260251,-0.78086852581032,2.3289526022938567,-0.27472527472527475,0.1925076217598539,14,1.0,2026-07-03T08:06:09.989488Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,16.853671298401775,4.04607021950516,0.5769286720186102,0.2944459165418059,20.62901183089709,5.767868919130086,-0.6703296703296704,0.00045112620881470087,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Chronos-Bolt,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,679.6437344135738,20.864010882255652,0.006820187848639094,0.0068614299769004,3.080778621880801,752.6745850913761,0.029927513563105457,0.82159514153281,29,1.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:09:15.487668Z Chronos-Bolt,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,1123.9920430312632,33.4308050366606,0.13428443840835552,0.1111004625658299,75.53977301906438,238.71219706579942,1.0,1.0,2,1.0,2026-07-03T11:25:49.678873Z,2026-07-04T11:51:39.301864Z -ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,564958.624660431,557.5232353703975,0.010073240433023923,0.10403221167297864,39.161240012700155,919732.9542528912,0.42886237281454526,4.650888775605992e-46,494,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-04T12:11:00.605297Z +ETS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,563932.9062257439,556.8802060940444,0.010058947038204598,0.10382683871049414,39.255450218719666,919084.94166585,0.4250848566638041,2.268343181549331e-45,495,1.0,2026-06-17T12:10:12.660440+00:00,2026-07-04T12:21:41.315563Z ETS,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,466002.8571297119,596.8872898440595,0.00816358734282585,0.007207522016122433,42.21161312062496,538187.6547626103,0.5428016536516315,3.195528278994983e-05,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z ETS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,2.7078327611869847e-05,0.00223232670520883,,,-32.860755727696976,6.902792819446313e-05,-0.24778662266538307,0.00017718850434446617,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z -ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z +ETS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,193,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T12:21:41.315563Z ETS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,34.93918321040536,5.164934480858121,0.18009560090002585,0.2919419234320465,-69.14441971710502,29.666526703054032,-0.39065411301230796,2.6177194532558956e-05,61,1.0,2026-06-18T05:03:30.268230+00:00,2026-07-04T11:51:39.301864Z ETS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,1.1094276013291273,0.875094053239388,1.3874120325046244,0.5848302461572292,-12.906235333481977,1.4586936431081148,-0.2796084630350194,2.4189444620723477e-11,257,0.980544747081712,2026-06-17T12:10:12.697348+00:00,2026-07-04T12:11:00.605297Z -ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.069545181853774,1.010211604721446,0.207727442647499,0.5324088063692934,-9.6496222919136,4.471036199375014,-0.4969447293048753,2.3268195608451326e-27,215,1.0,2026-06-17T12:10:12.728630+00:00,2026-07-04T11:51:39.301864Z +ETS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,2.0608723150332375,1.0075854001005604,0.20816704991203738,0.5312058227075691,-9.8156480279492,4.462447132189556,-0.4954864448126746,2.4910395343781658e-27,216,1.0,2026-06-17T12:10:12.728630+00:00,2026-07-04T12:21:41.315563Z ETS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,4.076776380897124,0.9840224731221607,0.044213560784438645,0.32090580842936756,15.207759317420388,27.05194298206037,0.06426906426906427,0.40501459896023906,78,1.0,2026-06-17T12:10:12.747284+00:00,2026-07-04T11:51:39.301864Z ETS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,1279.585686398791,18.240900605852243,0.7290378868633424,0.8624384355964498,4.138189738411889,7451.449062433237,0.5354385964912282,7.70667718940288e-12,76,1.0,2026-06-17T12:10:12.763932+00:00,2026-07-04T11:51:39.301864Z ETS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,97.87869007804474,7.285785635852217,0.3147244119597633,0.9362971234376299,-78.34047290287721,214.2813807702421,0.246945575712699,0.0018537618434700377,74,1.0,2026-06-17T12:39:01.037191+00:00,2026-07-04T11:51:39.301864Z ETS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,12.137928468973058,3.158159658076148,0.5988744313469293,0.35596102795683654,20.787149143630895,8.269164407035644,0.43578947368421056,2.544507290819024e-08,76,1.0,2026-06-17T12:10:12.797899+00:00,2026-07-04T11:51:39.301864Z ETS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1133.2002967232195,23.077200874368376,0.009966211279474724,0.11731856780498653,1.675253082501379,2620.4434622575363,0.22007607871369012,4.497583802167623e-05,157,1.0,2026-06-17T12:26:17.324923+00:00,2026-07-04T11:09:15.487668Z ETS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1483.6673813114844,28.426662414755036,0.202913284553686,0.32313632483234506,48.71884659928569,1770.4202502460664,0.36623351038235713,0.17295491798842066,9,1.0,2026-06-17T12:10:12.836543+00:00,2026-07-04T11:51:39.301864Z -Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,541270.3367502401,672.1315916976686,0.009690911049210688,0.009277322900019687,45.63201322661166,476694.5035913749,-0.11208791208791209,0.11558679554011068,91,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z -Moirai-2.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,,,,1,1.0,2026-07-04T12:14:10.459924+00:00,2026-07-04T12:14:10.459924+00:00 +Moirai-2.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,536381.7963418339,668.1141870134788,0.009629381029547687,0.009238814941893691,45.99805711172858,476381.2893448128,-0.12661251791686573,0.07384304811665279,92,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z +Moirai-2.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,20775.499102946527,144.13708441253598,0.5779948164087865,0.5370367497191665,,,,,1,1.0,2026-07-04T12:24:23.133326+00:00,2026-07-04T12:24:23.133326+00:00 Moirai-2.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,7.853649481634599e-14,2.8024363474724275e-07,,,0.0,0.0,0.0,1.0,32,0.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:51:39.301864Z -Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794958e-13,3.488248839001449e-07,,,0.0,2.5522491677750136e-29,0.0,1.0,46,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z +Moirai-2.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,1.2167879962794958e-13,3.488248839001449e-07,,,0.0,2.551646013053659e-29,0.0,1.0,47,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z Moirai-2.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,0.88680638999907,0.9211120677371143,0.03235072863289511,0.027594832078324256,23.275914432181416,0.35069157504120474,-0.7032108464077431,0.0026997960632601866,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Moirai-2.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.18061448861375845,0.36183955148469493,0.4839890939427419,0.20576324666899423,32.28467225315771,0.1940986187375651,-0.06473429951690822,0.5258418813294821,46,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z -Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.13550294403374502,0.34569774452039886,0.20138261260547585,0.13232257028926822,-4.866052542139806,0.09225108003351001,-0.6292309917843993,1.83697525318923e-08,39,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z +Moirai-2.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.13490526448245072,0.3454067888729392,0.2019871247959922,0.1324408243847554,-5.259394889033562,0.09113911762246794,-0.6015444040992259,4.920345904327588e-08,40,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z Moirai-2.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.41689215456741685,0.550751062361311,0.02958484926962828,0.02758677844253191,37.87201784939881,0.507559621624354,-0.3186813186813187,0.12678708382391418,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Moirai-2.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,442.815821989141,20.452750188445005,0.3710080881800737,0.2912474745879295,18.819451918792527,212.55520196063432,0.5384615384615384,0.006742338739486557,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Moirai-2.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3.0024758582922537,1.6619400684421957,0.05057858329594037,0.04692608338815845,10.511324764284106,1.641833714850332,-0.4945054945054945,0.013837794930304851,14,1.0,2026-07-03T08:06:09.989488Z,2026-07-04T11:51:39.301864Z Moirai-2.0,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,14.765428031045682,3.766147486607473,0.5313300730929013,0.2798055191533807,27.853113870220927,5.966507717373745,-0.6923076923076924,0.00026001771413477765,14,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Moirai-2.0,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,556.5284661596705,17.74879671355327,0.005745054472559225,0.005180876346187841,9.50057867549481,680.8188129929806,0.07481878390776364,0.572934820042615,29,1.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:09:15.487668Z Moirai-2.0,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,192.68174554309476,13.781947864070819,0.045844325009836054,0.05024106419174983,95.24281107835512,64.52140573965836,-1.0,1.0,2,1.0,2026-07-03T11:25:49.678873Z,2026-07-04T11:51:39.301864Z -Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,945369.420068919,780.110077570844,0.014155396850770118,0.11207121209556645,15.631354430201638,986731.4678852198,0.5265375171428337,1.6389017948420558e-68,494,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-04T12:11:00.605297Z +Moving-Average,binance_btcusdt_1h_close/1h/short,Finance,1h,24,944859.3665246977,780.2157176071221,0.014153461552340707,0.11186802166001339,15.607574064190448,985797.5639662738,0.5242628716312927,4.513657530202027e-68,495,1.0,2026-06-17T12:10:12.847893+00:00,2026-07-04T12:21:41.315563Z Moving-Average,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,640955.4171411198,728.6381056766782,0.010904219605495747,0.009777776020067748,26.12094088239947,502899.08586488955,0.32836149418432026,0.011870270963426282,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z Moving-Average,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.8563544210725485e-05,0.0024282032565209216,,,-33.034772795048156,0.00016640047067247932,-0.24778662266538307,0.00017718850434446617,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z -Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z +Moving-Average,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,9.578202015526527e-15,9.786828912128036e-08,,,0.0,0.0,0.0,1.0,193,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T12:21:41.315563Z Moving-Average,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,6.144168797179867,2.1762496170484535,0.07799800842229156,0.11101528787703997,-21.201442982975866,5.161796399357511,-0.40705338612226993,1.181901735975097e-05,61,1.0,2026-06-18T05:03:30.400278+00:00,2026-07-04T11:51:39.301864Z Moving-Average,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.8938404597614059,0.7481654069122265,1.9402438474667856,0.6140435181659365,5.0666665631026,1.3764543515956036,-0.3145671206225681,5.771835139125692e-14,257,0.980544747081712,2026-06-17T12:10:12.867076+00:00,2026-07-04T12:11:00.605297Z -Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.6246785537555504,0.844813665149264,0.15871196356566872,0.47212181473111614,9.703958462124799,3.6485479577276694,-0.35176693248887025,1.716107845214094e-14,215,1.0,2026-06-17T12:10:12.884991+00:00,2026-07-04T11:51:39.301864Z +Moving-Average,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.6173886972769917,0.8419384272181863,0.15864384675865364,0.47051034274294357,9.746732372152236,3.6416294497475565,-0.35622110090150283,6.928263435465435e-15,216,1.0,2026-06-17T12:10:12.884991+00:00,2026-07-04T12:21:41.315563Z Moving-Average,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.269509927469033,1.3322176977987568,0.06860157558542102,0.4647296634823488,14.847494604511034,26.984411951109085,-0.028971028971028972,0.7073915197120061,78,1.0,2026-06-17T12:10:12.895547+00:00,2026-07-04T11:51:39.301864Z Moving-Average,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,450.66947370251256,16.17368199566582,0.479200970430715,0.5010727730274263,9.75741921849707,589.4032453868399,0.5410526315789475,4.657037698520267e-12,76,1.0,2026-06-17T12:10:12.904026+00:00,2026-07-04T11:51:39.301864Z Moving-Average,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,3.442394638800117,1.6675430933915236,0.06811294261313786,0.18645275810826245,-21.280771427969633,2.9107568452425485,0.554979637171418,2.6443246826037302e-12,74,1.0,2026-06-17T12:39:01.095906+00:00,2026-07-04T11:51:39.301864Z Moving-Average,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,13.013603230204547,3.246504189922953,0.641925616663315,0.35546340122137315,19.11871257177763,9.281831110393345,0.40561403508771937,2.165957867901656e-07,76,1.0,2026-06-17T12:10:12.921461+00:00,2026-07-04T11:51:39.301864Z Moving-Average,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1390.5060462175225,23.62870995070879,0.010599766579668022,0.13890748909554776,4.499066557838391,3789.3408460304886,0.14262370874972033,0.008185825057813729,157,1.0,2026-06-17T12:26:17.359102+00:00,2026-07-04T11:09:15.487668Z Moving-Average,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,1259.7380615018942,26.906052272649365,0.20034006291844145,0.3208146840558678,50.096007873405554,1195.868175146137,0.4225771273642583,0.11585149752593009,9,1.0,2026-06-17T12:10:12.956394+00:00,2026-07-04T11:51:39.301864Z -Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1074339.9234347986,855.7039026898196,0.015175790789822511,0.10500262212653777,0.0,1020963.4965412684,0.561324124791617,1.3108860883106292e-77,494,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-04T12:11:00.605297Z +Seasonal-Naive,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1073681.7276549616,855.7230423278996,0.01517097299823865,0.10480830587097986,0.0,1020034.7309961184,0.5590561485298328,3.759630845250417e-77,495,1.0,2026-06-17T12:10:12.963911+00:00,2026-07-04T12:21:41.315563Z Seasonal-Naive,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,905243.086701834,905.1784362087147,0.013409362981064396,0.010105598449111354,0.0,534233.4457833659,0.4802566071403323,0.00023338833765900228,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z Seasonal-Naive,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,36436.1429036395,190.88253692687422,0.8264244641534466,0.9402466648974208,0.0,,,,1,1.0,2026-06-29T09:42:32.652885Z,2026-06-29T09:42:32.652885Z Seasonal-Naive,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,8.48176445973132e-05,0.0008046508161043228,,,0.0,0.0009707823141104978,-0.09124461241332416,0.20432477238410884,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z -Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z +Seasonal-Naive,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,193,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T12:21:41.315563Z Seasonal-Naive,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.7195963828306846,1.5062471575824088,0.053247305817800634,0.07616363849328123,0.0,2.0777374398829482,-0.04932766262545282,0.5924499072504712,62,1.0,2026-06-18T05:03:30.473716+00:00,2026-07-04T11:51:39.301864Z Seasonal-Naive,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.9334048237170375,0.7726066016833606,1.9443824346741931,0.638141582684766,0.0,1.4137758813745858,-0.32259241245136183,1.310137693267753e-14,257,0.980544747081712,2026-06-17T12:10:12.978229+00:00,2026-07-04T12:11:00.605297Z -Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.794779075061658,0.9105127914421317,0.16635267602733694,0.5952478426621798,0.0,3.848130433229345,-0.3785747559076775,1.5256324290521814e-16,215,1.0,2026-06-17T12:10:12.994311+00:00,2026-07-04T11:51:39.301864Z +Seasonal-Naive,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,36;72,1.7868100618706249,0.9075523507690281,0.16627896681395637,0.5931216752458801,0.0,3.8409569156641936,-0.38278075121478483,5.964072025218372e-17,216,1.0,2026-06-17T12:10:12.994311+00:00,2026-07-04T12:21:41.315563Z Seasonal-Naive,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.215596615731882,1.3711885139707,0.06649298456409831,0.44447449623258445,0.0,26.612962344268496,-0.02661905569879678,0.7284893337226686,79,1.0,2026-06-17T12:10:13.002812+00:00,2026-07-04T11:51:39.301864Z Seasonal-Naive,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,549.0736882931767,18.03191374903233,0.5217242396365936,0.597764630586342,0.0,665.0029760329943,0.4716336295283663,1.281784989207474e-09,77,1.0,2026-06-17T12:10:13.010113+00:00,2026-07-04T11:51:39.301864Z Seasonal-Naive,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.2586845692759656,1.3482169399525767,0.05195263109961852,0.14254955357646473,0.0,1.8288614469252242,0.5129776829350159,7.547460339180886e-11,75,1.0,2026-06-17T12:39:01.134217+00:00,2026-07-04T11:51:39.301864Z Seasonal-Naive,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,19.22101825564746,3.9579729708976408,0.6509724971211676,0.5695671890473278,0.0,13.023063266996374,0.44581199186570264,9.722326940214788e-09,77,1.0,2026-06-17T12:10:13.024713+00:00,2026-07-04T11:51:39.301864Z Seasonal-Naive,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,1641.130050014381,26.74216257493047,0.010698578477036107,0.11992429759381285,0.0,4180.496492356976,0.08842533865961937,0.10590833376975733,157,1.0,2026-06-17T12:26:17.384303+00:00,2026-07-04T11:09:15.487668Z Seasonal-Naive,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,4738.4194799087645,53.966475503208756,0.36050216441227867,0.731166215633073,0.0,4084.439522207202,0.47739603762933147,0.058290580139488755,10,1.0,2026-06-17T12:10:13.040774+00:00,2026-07-04T11:51:39.301864Z -Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1726760.6263627447,1279.7147172041357,0.01923469693283157,0.017642932003372084,6.068796369677924,735567.9720389944,0.5119406445629492,1.2187416906914578e-30,228,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T12:11:00.605297Z +Sundial,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1727933.2600609143,1280.2947781304767,0.01923631413977498,0.017643732980856187,5.842886054463164,734167.5975122333,0.5086187083429097,2.154273203519245e-30,229,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T12:21:41.315563Z Sundial,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,658012.477654775,799.8346577569818,0.01246918501358739,0.010344883140509631,36.73340128851373,235590.21347023122,-0.3333333333333333,0.25951829805996474,9,1.0,2026-07-01T13:53:41.688769Z,2026-07-02T03:16:24.400538Z Sundial,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,26942.28249014914,164.14104450182208,2.360591014522408,0.7305382024738188,,,,,1,1.0,2026-07-01T08:20:13.790420Z,2026-07-01T08:20:13.790420Z Sundial,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.8014997763392956e-07,0.0002878403809072497,,,-31.25,1.3051036507798922e-06,-0.24938271604938272,0.0009829829835595427,81,0.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z -Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.656497200435914e-16,2.2696130796789016e-08,,,0.0,5.361505257883723e-16,0.0,1.0,114,0.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z +Sundial,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,5.64151679093742e-16,2.2671239952841618e-08,,,0.0,5.340354902550944e-16,0.0,1.0,115,0.0,2026-07-01T08:20:13.790420Z,2026-07-04T12:21:41.315563Z Sundial,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.8033870502119111,1.3132561233884212,0.03998354123893447,0.03276614299500531,18.054271839050568,0.7087849766093741,-0.6126984126984127,1.458958686391861e-07,36,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.12325925236600947,0.3040911053263213,0.6533774454600189,0.15577618241085997,44.87019461946461,0.12055387599802433,-0.030973451327433628,0.6267276233703647,113,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T12:11:00.605297Z -Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.1996793739561469,0.4358126272778148,0.214617444427178,0.17117298255673868,-4.9884263075378605,0.09505878611717763,-0.021782178217821788,0.7468751107334716,101,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z +Sundial,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.19917012345109136,0.43530823073043495,0.21499930813783721,0.17167212902270865,-5.271430334664201,0.09472675461721672,-0.027373325567850902,0.6835072143878262,102,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T12:21:41.315563Z Sundial,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,1.4747042406611377,0.9257297278146163,0.04757303406551483,0.04090739018529504,18.52590282552206,2.234669241380133,-0.06554621848739495,0.5796775023571927,35,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,532.8032616070637,19.30114031558763,0.2778743359860311,0.26176012715605146,37.12069761928514,686.11309836134,0.025396825396825397,0.8274802970993095,36,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.7959012241024754,1.5986072083036722,0.047053568251880694,0.04211497668884362,12.359072337024855,1.4987712081600537,0.030303030303030304,0.8010290549199228,34,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,19.269101601529464,4.350432591186654,0.5377960945645329,0.2994736558297351,18.942356763055084,5.115446030432983,-0.24761904761904766,0.033598339529021026,36,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z Sundial,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,651.0184031604623,20.937194243428117,0.006488318240286342,0.005463397476727489,-7.545307060911007,766.4542829620226,-0.05372116769523147,0.4898177261796177,77,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:09:15.487668Z Sundial,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,429.90010331895076,20.726397193708795,0.07301821267850069,0.053875106659196745,89.61267227051238,26.124099119909978,0.0,1.0,5,1.0,2026-07-01T08:20:13.790420Z,2026-07-04T11:51:39.301864Z -TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,716269.6328378606,814.1002634581716,0.011531449883188268,0.011553076064592029,30.548736706119623,392263.2159803154,-0.33632958801498125,2.6708468046052756e-06,90,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T12:11:00.605297Z +TabPFN-TS,binance_btcusdt_1h_close/1h/short,Finance,1h,24,713761.6208857162,812.8310186662954,0.011516957878107833,0.011538522966364552,30.44218536053191,390810.9011269067,-0.3396825396825397,1.854122042931003e-06,91,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T12:21:41.315563Z TabPFN-TS,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,30432.245376910596,174.44840319392608,0.7106828034516671,0.8392463572886636,,,,,1,1.0,2026-07-01T13:07:24.792624Z,2026-07-01T13:07:24.792624Z TabPFN-TS,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,0.0,0.0,,,0.0,0.0,0.0,1.0,32,0.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z -TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,44,0.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z +TabPFN-TS,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,45,0.0,2026-07-01T13:07:24.792624Z,2026-07-04T12:21:41.315563Z TabPFN-TS,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,1.33153623941059,1.0999484334036358,0.03517665496752916,0.03551268546254078,8.538215160849422,0.7370282356798917,-0.5327740864986338,0.019683654478712707,14,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.35156135789673065,0.5247834325686016,0.6141499209986666,0.34516581874085,7.265354889330676,0.30825411478868875,0.012684989429175475,0.9033970688002356,44,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T12:11:00.605297Z -TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.11471472291801464,0.32013876551207693,0.18548567508567798,0.17596927322497968,-0.8005105279585368,0.09079451095076428,-0.2379991373468906,0.033211505793121626,39,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z +TabPFN-TS,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,0.11541866333710979,0.32158491077387563,0.18714364548301202,0.17749905284289974,-1.5824605241341574,0.08973343321296398,-0.1965321567196794,0.07459096340263903,40,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T12:21:41.315563Z TabPFN-TS,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,0.4884033588050333,0.5410504969673401,0.026794644210589913,0.026244266055352714,36.895968173924196,0.686910973887345,-0.01098901098901099,1.0,14,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,470.25151336176765,19.96974462520373,0.3450682899038064,0.35672233246156043,17.710635421195363,349.3599232798948,0.5384615384615384,0.006742338739486557,14,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.3069703389334086,1.4791820272083944,0.04224890027277182,0.043647437999664446,17.211825248455884,1.0517526165074356,-0.3523809523809524,0.07433498084899375,15,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,16.889497058228176,4.03678247438054,0.5910711821374945,0.3955351112412404,21.665095236476013,6.386763959706432,-0.6483516483516484,0.0007575015418517403,14,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z TabPFN-TS,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,737.3739074800576,21.811957839150985,0.006795553971598411,0.006788326860791616,-4.590852452762952,711.0871514529828,-0.030234602192012763,0.8163023630196011,30,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:09:15.487668Z TabPFN-TS,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,7,421.0563887330438,20.471550269317728,0.06557494413278712,0.06324554091701688,90.49850229759768,68.713663869352,0.33333333333333337,1.0,3,1.0,2026-07-01T13:07:24.792624Z,2026-07-04T11:51:39.301864Z -TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,498468.89314453374,504.7412496312157,0.010440034063911667,0.1247086171948569,27.203457627157125,694963.3551555569,0.6431946755407655,5.694675039759036e-123,601,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-04T12:11:00.605297Z +TiRex,binance_btcusdt_1h_close/1h/short,Finance,1h,24,498303.26560203085,504.9517713859178,0.010437747095235844,0.12451528851120712,27.210311955673568,694396.8331948778,0.6420141403308993,9.941578801518531e-123,602,1.0,2026-06-16T12:07:33.925127+00:00,2026-07-04T12:21:41.315563Z TiRex,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,509286.8914454141,632.2018768299581,0.009076924357023076,0.007241032248526734,38.627419840990044,477035.9009077779,0.34435376607791474,0.009638262929055246,30,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z TiRex,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,6.001247141580179e-08,9.157198352007637e-05,,,-32.539741547830566,1.8235691429745862e-07,-0.2688297227229244,4.902951121068516e-05,131,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z -TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041847e-18,1.4296981641955697e-09,,,0.0,3.862036550865948e-34,0.0,1.0,190,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z +TiRex,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,2.0440368407041847e-18,1.4296981641955699e-09,,,0.0,3.861983059684554e-34,0.0,1.0,191,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T12:21:41.315563Z TiRex,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.199721797468886,1.3261868394653358,0.042749446828616595,0.05978067639283492,16.641612073322868,1.7625239312728682,0.1882982609088991,0.03925109580522783,63,1.0,2026-06-17T05:15:19.765080+00:00,2026-07-04T11:51:39.301864Z TiRex,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.1909078786243561,0.34320182919518705,0.6070505841416427,0.17357270821178072,43.91225523727534,0.3165156475229676,0.003908712646576724,0.9183735408154317,309,0.9805825242718447,2026-06-16T12:07:37.946365+00:00,2026-07-04T12:11:00.605297Z -TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.7213413082460345,0.9431688674339999,0.1628016864486182,0.4494590088989589,0.49617136762298214,3.579494869397227,-0.48226930837784404,2.650220449318703e-29,245,1.0,2026-06-16T12:07:42.045490+00:00,2026-07-04T11:51:39.301864Z +TiRex,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.7150335506719319,0.9410090964382657,0.16327206334449346,0.44837855436291063,0.30453804586204897,3.5735520486806998,-0.48156697647873575,2.4516681224542594e-29,246,1.0,2026-06-16T12:07:42.045490+00:00,2026-07-04T12:21:41.315563Z TiRex,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.228292908334366,1.0384164898102246,0.038571642267602395,0.44557461839133583,41.021092123156215,28.770430231426985,0.0032459425717852684,0.9638615954756439,90,1.0,2026-06-16T13:14:27.889152+00:00,2026-07-04T11:51:39.301864Z TiRex,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,235.48007935947126,10.187227266776382,0.31529933688501804,0.4577963569161846,36.48006565027321,484.44585188548155,0.533894343151005,3.450404975096391e-14,93,1.0,2026-06-16T13:14:34.959433+00:00,2026-07-04T11:51:39.301864Z TiRex,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.5104178059310007,1.0179297231004725,0.0435657342870155,0.10613502293823045,17.812929048014695,1.8492620985198578,0.6195360195360194,3.3930398170984635e-18,91,1.0,2026-06-16T13:14:39.480658+00:00,2026-07-04T11:51:39.301864Z TiRex,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,10.687469225593127,2.830202567538091,0.5900447822197618,0.357137597450265,21.32495317005169,8.877494452507804,0.48686096512183463,6.252752055990584e-12,92,1.0,2026-06-16T13:14:44.379149+00:00,2026-07-04T11:51:39.301864Z TiRex,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,679.066855709341,14.975555109195273,0.006774064631364341,0.14913572702939756,18.10135331773732,2018.5775355578419,0.20327631198670582,7.07410198021612e-05,174,1.0,2026-06-16T12:42:39.570887+00:00,2026-07-04T11:09:15.487668Z TiRex,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,172.23569926061967,9.889146443464348,0.05731610053673026,0.11842810055947478,92.60313930497425,167.78093338581627,0.8733260632194672,0.0011553371891531911,9,1.0,2026-06-17T09:45:42.165364+00:00,2026-07-04T11:51:39.301864Z -TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,467739.2405446635,488.2237174539188,0.010479653076943792,0.1434380940304506,32.17578295850114,655268.3798412802,0.5915822888730775,5.1427078873960975e-105,605,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-04T12:11:00.605297Z +TimesFM-2.5,binance_btcusdt_1h_close/1h/short,Finance,1h,24,467345.8320327651,488.208311920632,0.010477870424075868,0.14321150956510634,32.21945586074448,654798.2337523935,0.5897771595341352,1.4754728185162827e-104,606,1.0,2026-06-16T12:06:55.147862+00:00,2026-07-04T12:21:41.315563Z TimesFM-2.5,coingecko_bitcoin_7d_price_usd/1h/short,Finance,1h,24,456973.6284986312,625.4285633202607,0.008361848855058952,0.008560987601922239,36.64869050300113,356775.06914096343,0.27666443551086073,0.033836856680607215,31,1.0,2026-06-29T07:42:24.900081Z,2026-07-02T03:16:24.400538Z TimesFM-2.5,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,3.0119546070686384e-08,3.405782521567216e-05,,,-27.77777777777778,2.9269875701066416e-07,-0.1834542651047306,0.0060851780815568786,132,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z -TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,192,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T11:51:39.301864Z +TimesFM-2.5,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.0,0.0,,,0.0,0.0,0.0,1.0,193,0.0,2026-06-29T07:34:52.372126Z,2026-07-04T12:21:41.315563Z TimesFM-2.5,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,2.1900844043205328,1.3364373557598195,0.047369556814345695,0.07559354885676652,11.598977533504918,2.077221300608584,-0.09471258445261027,0.29596757741974844,64,1.0,2026-06-17T05:12:05.733003+00:00,2026-07-04T11:51:39.301864Z TimesFM-2.5,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,24;60,0.08707064491637057,0.23704037359386357,0.28942475995060135,0.14886920539847764,60.71245980414744,0.14007502089613752,-0.04139873071911907,0.27772899789875083,309,0.9805825242718447,2026-06-16T12:07:01.390017+00:00,2026-07-04T12:11:00.605297Z -TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.561666522401343,0.884617688195393,0.14444568992681636,0.530608198737898,4.757132896836279,3.437783884571731,-0.3783378016183626,7.256089051723871e-19,248,1.0,2026-06-16T12:07:07.769114+00:00,2026-07-04T11:51:39.301864Z +TimesFM-2.5,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,24;36;72,1.5562444580709325,0.8829122762436561,0.14502977198071207,0.529653883183753,4.501335939940811,3.431912537366906,-0.3767881463141442,8.548015557857696e-19,249,1.0,2026-06-16T12:07:07.769114+00:00,2026-07-04T12:21:41.315563Z TimesFM-2.5,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,5.292500983862445,1.0992692695952073,0.04096802639312734,0.5394931117502051,36.54681732962982,28.317425322066313,-0.001402524544179523,0.984112820875381,93,1.0,2026-06-16T13:13:08.030961+00:00,2026-07-04T11:51:39.301864Z TimesFM-2.5,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,248.46300496875742,10.409952956483028,0.3142268447537357,0.5400990947344025,35.1028217188233,516.9631071260679,0.5346491228070175,1.1925042385667354e-14,96,1.0,2026-06-16T13:13:12.832013+00:00,2026-07-04T11:51:39.301864Z TimesFM-2.5,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,1.4363872963286084,0.9757024440986374,0.049539252178391946,0.11807903821169853,19.833264073011517,1.7319118148950656,0.6555431131019036,4.934525236897974e-21,95,1.0,2026-06-16T13:13:17.753731+00:00,2026-07-04T11:51:39.301864Z TimesFM-2.5,usgs_earthquake_all_week_hourly_earthquake_count/1h/short,Hazards,1h,24,10.331317804270325,2.7656196639615853,0.5044194322793383,0.4980241895246986,22.683993699969996,8.879095535575042,0.488157894736842,1.843867299754666e-12,96,1.0,2026-06-16T13:13:22.668298+00:00,2026-07-04T11:51:39.301864Z TimesFM-2.5,usgs_potomac_iv_usgs_00060/15min/short,Hydrology,15min,24,763.2522610402806,15.501613019057222,0.00724863097612139,0.1847312360275456,20.250645692275015,2414.707069475041,0.20081661077292806,8.241152640560607e-05,175,1.0,2026-06-16T12:41:30.056174+00:00,2026-07-04T11:09:15.487668Z TimesFM-2.5,wikimedia_time_series_hourly_pageviews/1D/short,Web,1D,2;7,133.4466833188766,8.710828562308473,0.06037405843636016,0.1608873091910713,92.95888361135204,133.69946779555372,0.4789207443461594,0.07473549830588248,9,1.0,2026-06-17T09:44:33.543452+00:00,2026-07-04T11:51:39.301864Z -Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1637608.01424701,1191.6930053061085,0.013340731158525446,0.011732958721334157,5.697066781238582e-05,1758413.4502912692,-0.24080267558528426,0.0006743920678578936,92,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z -Toto-1.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,,,,1,1.0,2026-07-04T12:13:53.654976+00:00,2026-07-04T12:13:53.654976+00:00 +Toto-1.0,binance_btcusdt_1h_close/1h/short,Finance,1h,24,1627163.5488587385,1187.6560408538523,0.013259260454736658,0.011675908965769994,0.06538493157880594,1751728.8745930558,-0.2529219261337073,0.00032945306326034315,93,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z +Toto-1.0,data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Finance,1mo,12,35424.06122722315,188.2128083506092,0.5823168903941691,0.5740491643996976,,,,,1,1.0,2026-07-04T12:24:11.083111+00:00,2026-07-04T12:24:11.083111+00:00 Toto-1.0,data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Climate,5min,36,2.540078215266207,1.303375589081058,,,-100.0,4.250768924760516,0.052419354838709686,0.6875540197466125,32,0.0,2026-07-03T08:14:44.325135Z,2026-07-04T11:51:39.301864Z -Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.2340576766295612,0.28991819801582375,,,-100.0,0.5510130662980706,0.03961352657004831,0.6978723071002996,46,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z +Toto-1.0,data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Transportation,5min,12,0.2290821318398286,0.28405589549577676,,,-100.0,0.5460573217393703,0.021276595744680854,0.8329493624989518,47,0.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z Toto-1.0,nasa_power_shanghai_hourly_T2M/1h/short,Weather,1h,24,4.109312589743435,1.567696447210726,0.03155297648268382,0.024896540145716333,-10.216422968689011,9.155793354973653,0.2761904761904762,0.16857787367749338,15,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Toto-1.0,noaa_coops_sf_water_level_water_level/6min/short,Ocean,6min,60,0.4270641275921979,0.5447525060563247,0.49115072908283186,0.18815299065067242,3.062007995837089,0.7222129598318954,0.06938020351526365,0.4915888079967865,47,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:11:00.605297Z -Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.422458975370824,1.252043946712099,0.18326161349334483,0.1303432176255305,-66.39340418265455,9.316697678772627,-0.05128205128205128,0.6411858797379664,40,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z +Toto-1.0,noaa_ndbc_46013_realtime_wave_height/10min/short,Ocean,10min,72,3.348154019595894,1.236461224528576,0.1851040796689013,0.13137816866839017,-66.4161720373513,9.21179703050753,-0.06097560975609756,0.5743906888467039,41,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T12:21:41.315563Z Toto-1.0,nws_ksfo_observations_temperature/1h/short,Weather,1h,24,1.6922894762386451,1.073353537425695,0.028552253189858167,0.025635652479751785,-2.9680905849463235,2.3163636400841687,0.04761904761904762,0.845841042458974,15,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Toto-1.0,open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Air Quality,1h,24,4295.157196437355,45.6904334552255,0.3262745771352685,0.2579356144537714,-15.61548761086368,10349.141125351869,0.12380952380952381,0.5589660721223221,15,1.0,2026-07-03T07:52:13.218889Z,2026-07-04T11:51:39.301864Z Toto-1.0,open_meteo_shanghai_hourly_temperature_2m/1h/short,Weather,1h,24,2.417282188118244,1.5061788421861035,0.04125042123103627,0.038947425048184214,19.120440422251015,1.163511723521391,-0.4725274725274726,0.01927860024400203,14,1.0,2026-07-03T08:06:09.989488Z,2026-07-04T11:51:39.301864Z diff --git a/results/aggregates/metadata.json b/results/aggregates/metadata.json index 55edaa12ba2e049db8cb22b53d3ef0ee7acb0b93..ef87392ce9c42c26fb0a6a314b25ca69e480c851 100644 --- a/results/aggregates/metadata.json +++ b/results/aggregates/metadata.json @@ -1,5 +1,5 @@ { - "generated_at": "2026-07-04T12:16:16.146284+00:00", + "generated_at": "2026-07-04T12:27:45.465702+00:00", "baseline_model": "Seasonal-Naive", "normalization": "Per-config metric / Seasonal-Naive metric", "metric_aggregation": "Geometric mean over dataset configurations", diff --git a/results/aggregates/results_by_domain.csv b/results/aggregates/results_by_domain.csv index 4380b7955f9e873ccfc5c4fb18559cf30f3a6a97..16e18389d51524ae5a51377df1244783b0402524 100644 --- a/results/aggregates/results_by_domain.csv +++ b/results/aggregates/results_by_domain.csv @@ -11,18 +11,18 @@ Climate,Moirai-2.0,0.48786457126704075,0.8926345951435283,9,5,5,1.0 Climate,Sundial,0.7695765610296762,0.8763768180931935,10,5,5,1.0 Climate,Moving-Average,0.8533615211619512,1.059630860836737,11,5,5,1.0 Climate,ETS,3.3242834741684972,2.466788848512323,12,5,5,1.0 -Finance,ETS,0.07667133081137817,0.26951371438860955,1,1,2,0.5 -Finance,Moirai-2.0,0.2633420800987492,0.6092193397189113,2,2,2,1.0 -Finance,TimesFM-2.5,0.3051839631259491,0.6944508506638492,3,1,2,0.5 -Finance,Toto-1.0,2.1272713420872216,0.6724747921664712,4,2,2,1.0 -Finance,Chronos-2,0.5298259555022201,0.8509129661357803,5,1,2,0.5 -Finance,TiRex,0.531219816389394,0.943798974182862,6,1,2,0.5 -Finance,Chronos-Bolt,0.864407619753256,0.8933921354630724,7,2,2,1.0 -Finance,TabPFN-TS,0.7371889508583228,1.0171219769049946,8,2,2,1.0 +Finance,ETS,0.07645354118137239,0.26912147127280933,1,1,2,0.5 +Finance,Moirai-2.0,0.26404200414348666,0.6095294075708589,2,2,2,1.0 +Finance,TimesFM-2.5,0.30637751245491285,0.6950834239879359,3,1,2,0.5 +Finance,Toto-1.0,0.9302582224257385,0.6671620564381658,4,2,2,1.0 +Finance,Chronos-2,0.5330143841886339,0.8514437372068637,5,1,2,0.5 +Finance,TiRex,0.5327234817218004,0.9442693088673862,6,1,2,0.5 +Finance,Chronos-Bolt,0.8654264051509591,0.8934859851475279,7,2,2,1.0 +Finance,TabPFN-TS,0.7379437733528358,1.0176474191870377,8,2,2,1.0 Finance,Seasonal-Naive,1.0,1.0,9,2,2,1.0 -Finance,Sundial,1.4610670616405996,1.2859008859362848,10,2,2,1.0 -Finance,Moving-Average,0.9245574814634556,1.3024172350734224,11,1,2,0.5 -Finance,ARIMA,0.46763097014873084,1.7435316119438327,12,1,2,0.5 +Finance,Sundial,1.4034470624964503,1.2504134237653544,10,2,2,1.0 +Finance,Moving-Average,0.9256678118221889,1.3035217692260708,11,1,2,0.5 +Finance,ARIMA,0.46774146822051854,1.744349134526535,12,1,2,0.5 Hazards,ARIMA,0.655132718401891,0.734682478599948,1,1,1,1.0 Hazards,Chronos-2,0.5881559058932312,0.7579595505587307,2,1,1,1.0 Hazards,ETS,0.6040270862853502,0.7755797107316216,3,1,1,1.0 @@ -47,18 +47,18 @@ Hydrology,Seasonal-Naive,1.0,1.0,9,1,1,1.0 Hydrology,ETS,1.4659736759495972,1.2349031229744876,10,1,1,1.0 Hydrology,ARIMA,1.3642482625587986,1.7747274252278997,11,1,1,1.0 Hydrology,Chronos-2,5.034593006813526,2.2751245905591637,12,1,1,1.0 -Ocean,Moirai-2.0,0.2828361656943208,0.4411170898742373,1,2,2,1.0 -Ocean,TiRex,0.3442202196912017,0.5083766178806763,2,2,2,1.0 -Ocean,TabPFN-TS,0.26047534033325787,0.5136826542729652,3,2,2,1.0 -Ocean,Moving-Average,0.8052540516418351,0.9252150505028438,4,2,2,1.0 -Ocean,Toto-1.0,10.146789688059826,0.5998921591878048,5,2,2,1.0 -Ocean,Chronos-Bolt,0.4760784058832101,0.6529943295329291,6,2,2,1.0 -Ocean,Chronos-2,0.6637467170426659,0.5994149608046001,7,2,2,1.0 -Ocean,Sundial,0.44536973715009076,0.6140682239681593,8,2,2,1.0 +Ocean,Moirai-2.0,0.27010268706214074,0.43634530749933464,1,2,2,1.0 +Ocean,TiRex,0.35773581351369765,0.5368005886674322,2,2,2,1.0 +Ocean,TabPFN-TS,0.25793324421525815,0.5193895289639634,3,2,2,1.0 +Ocean,Chronos-2,0.625563771946433,0.5891212731792477,4,2,2,1.0 +Ocean,Moving-Average,0.8036973413770837,0.935254147379116,5,2,2,1.0 +Ocean,Toto-1.0,10.464435616515136,0.6176348642874266,6,2,2,1.0 +Ocean,Sundial,0.4255379289072606,0.613380913268485,7,2,2,1.0 +Ocean,Chronos-Bolt,0.4676204413190381,0.6723114572354519,8,2,2,1.0 Ocean,Seasonal-Naive,1.0,1.0,9,2,2,1.0 -Ocean,ARIMA,1.2716839343647137,0.9790753477415168,10,2,2,1.0 -Ocean,ETS,1.7840498632000865,1.2507451512906336,11,2,2,1.0 -Ocean,TimesFM-2.5,1.1648860394815799,1.042938398932916,12,2,2,1.0 +Ocean,ARIMA,1.3329185977822384,1.0219246885210909,10,2,2,1.0 +Ocean,TimesFM-2.5,1.2304926402261922,1.0954986404120446,11,2,2,1.0 +Ocean,ETS,2.2399829298336114,1.4375126527015651,12,2,2,1.0 Transportation,Seasonal-Naive,1.0,,1,1,1,1.0 Transportation,TabPFN-TS,1.0,,2,1,1,1.0 Transportation,TimesFM-2.5,1.0,,3,1,1,1.0 @@ -70,7 +70,7 @@ Transportation,ETS,1.0,,8,1,1,1.0 Transportation,Moving-Average,1.0,,9,1,1,1.0 Transportation,Moirai-2.0,1.0,,10,1,1,1.0 Transportation,Chronos-Bolt,1.094103907762285,,11,1,1,1.0 -Transportation,Toto-1.0,144321929.43609983,,12,1,1,1.0 +Transportation,Toto-1.0,207071512.12899995,,12,1,1,1.0 Web,Moirai-2.0,0.017416884713221715,0.13597186796305905,1,1,1,1.0 Web,Chronos-2,0.028957396799701905,0.1466630197136509,2,1,1,1.0 Web,Sundial,0.05520026466139165,0.16402261375489852,3,1,1,1.0 diff --git a/results/aggregates/results_by_frequency.csv b/results/aggregates/results_by_frequency.csv index 9a456c6a7ad68f31efa3240560932cf971772c02..2805e328ce8ccf4fe7653d172e580559bd176bd1 100644 --- a/results/aggregates/results_by_frequency.csv +++ b/results/aggregates/results_by_frequency.csv @@ -1,16 +1,16 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage -10min,Moving-Average,0.6841184505621616,0.8926398427528848,1,1,1,1.0 +10min,Moving-Average,0.6814759433618748,0.9121162128792916,1,1,1,1.0 10min,Seasonal-Naive,1.0,1.0,2,1,1,1.0 -10min,Moirai-2.0,1.6654690937546126,1.0299348083782351,3,1,1,1.0 -10min,Toto-1.0,4.811043420121472,1.198509811748194,4,1,1,1.0 -10min,TiRex,2.137641733279762,1.2112997893851567,5,1,1,1.0 -10min,Chronos-Bolt,2.233280229798659,1.438103116262513,6,1,1,1.0 -10min,Chronos-2,2.4376880449996174,1.492821321328642,7,1,1,1.0 -10min,ETS,1.694000495682531,1.517253741978438,8,1,1,1.0 -10min,Sundial,2.2025586070720493,1.6366983632210723,9,1,1,1.0 -10min,TabPFN-TS,1.9830951259613876,1.7057704521726198,10,1,1,1.0 -10min,ARIMA,2.5639754248677646,1.7797394082096212,11,1,1,1.0 -10min,TimesFM-2.5,2.5807436634015306,1.9525936083700837,12,1,1,1.0 +10min,Moirai-2.0,1.5188836430248236,1.0077726980853479,3,1,1,1.0 +10min,Toto-1.0,5.116978348114114,1.270453660298694,4,1,1,1.0 +10min,TiRex,2.308803676125667,1.3505369584513411,5,1,1,1.0 +10min,Chronos-2,2.165292315757927,1.441989451672984,6,1,1,1.0 +10min,Chronos-Bolt,2.154632617711902,1.5244466567068224,7,1,1,1.0 +10min,Sundial,2.0107710204077174,1.6330365852420656,8,1,1,1.0 +10min,TabPFN-TS,1.9445761732283415,1.7438822810312324,9,1,1,1.0 +10min,ARIMA,2.8168436628084823,1.9389292779076426,10,1,1,1.0 +10min,ETS,2.670477809614388,2.0042131775867835,11,1,1,1.0 +10min,TimesFM-2.5,2.8796256249183103,2.1543597867112396,12,1,1,1.0 15min,TabPFN-TS,0.5030092833280563,0.18872866279379122,1,1,1,1.0 15min,Moving-Average,0.4828989016620414,0.26133394742956456,2,1,1,1.0 15min,Sundial,0.631493368732929,0.35863142324473357,3,1,1,1.0 @@ -35,17 +35,17 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 1D,Toto-1.0,1.8944033859490188,0.35467893161111397,10,1,1,1.0 1D,ARIMA,0.3090047963532329,0.363286308680962,11,1,1,1.0 1D,Seasonal-Naive,1.0,1.0,12,1,1,1.0 -1h,Toto-1.0,3.3262362652910706,0.6916701419038248,1,6,6,1.0 -1h,Chronos-2,0.5063750953695665,0.836328831118138,2,6,6,1.0 -1h,Moirai-2.0,0.35769158248016525,0.8327027574378371,3,6,6,1.0 -1h,ARIMA,0.6728685191126371,1.0074749531650509,4,6,6,1.0 -1h,TiRex,0.5464906855938196,0.8822768377358202,5,6,6,1.0 -1h,Chronos-Bolt,0.6010814625744222,0.8973140407332774,6,6,6,1.0 -1h,TabPFN-TS,0.5181732695996347,0.8596117667570788,7,6,6,1.0 -1h,ETS,1.6306594743321454,1.406444295084642,8,6,6,1.0 -1h,Moving-Average,0.7958699689892902,1.0416926453195596,9,6,6,1.0 -1h,TimesFM-2.5,0.5438834350173453,0.8478158618242483,10,6,6,1.0 -1h,Sundial,0.9553756875751208,1.0139149130556688,11,6,6,1.0 +1h,Toto-1.0,2.524720483578228,0.689843862634724,1,6,6,1.0 +1h,Chronos-2,0.5068817105792259,0.8364157541918413,2,6,6,1.0 +1h,Moirai-2.0,0.3580081991310154,0.8328440040832773,3,6,6,1.0 +1h,ARIMA,0.6728950155594421,1.0075536700877026,4,6,6,1.0 +1h,TiRex,0.5467481971979148,0.8823501017943864,5,6,6,1.0 +1h,Chronos-Bolt,0.6013175134762764,0.8973454601916168,6,6,6,1.0 +1h,TabPFN-TS,0.5183500652594639,0.8597597655952149,7,6,6,1.0 +1h,ETS,1.6298865609456865,1.4061029377340344,8,6,6,1.0 +1h,Moving-Average,0.7960291869120605,1.0418398304549903,9,6,6,1.0 +1h,TimesFM-2.5,0.5442373725784639,0.8479445251800785,10,6,6,1.0 +1h,Sundial,0.94264784799521,1.0045006485698995,11,6,6,1.0 1h,Seasonal-Naive,1.0,1.0,12,6,6,1.0 1mo,Moirai-2.0,0.5701893078499076,0.5711658118752873,1,1,1,1.0 1mo,Toto-1.0,0.9722231390108185,0.6105303914716095,2,1,1,1.0 @@ -64,7 +64,7 @@ frequency,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 5min,Sundial,1.0,,9,2,2,1.0 5min,Chronos-Bolt,1.0459942197556757,,10,2,2,1.0 5min,Moirai-2.0,1.0,,11,2,2,1.0 -5min,Toto-1.0,27565897440.049503,,12,2,2,1.0 +5min,Toto-1.0,33019169853.773884,,12,2,2,1.0 6min,TabPFN-TS,0.03421288370563398,0.1546924845396582,1,1,1,1.0 6min,Moirai-2.0,0.048032291277361784,0.188928741310835,2,1,1,1.0 6min,TiRex,0.055429101050747574,0.21336318876021615,3,1,1,1.0 diff --git a/results/aggregates/results_by_prediction_length.csv b/results/aggregates/results_by_prediction_length.csv index 39c6477d13d7b5f3b50f32f16d6e228a439b87af..b8dd7bbe25ff321ee30be759e43578b7336557e9 100644 --- a/results/aggregates/results_by_prediction_length.csv +++ b/results/aggregates/results_by_prediction_length.csv @@ -19,21 +19,21 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 12,TiRex,1.0,,6,1,2,0.5 12,Moirai-2.0,0.7551088053055054,0.5711658118752873,7,2,2,1.0 12,Chronos-Bolt,0.8576213668056174,0.6335328970612374,8,2,2,1.0 -12,Toto-1.0,11845.383879995728,0.6105303914716095,9,2,2,1.0 +12,Toto-1.0,14188.717895630067,0.6105303914716095,9,2,2,1.0 12,ARIMA,1.0,,10,1,2,0.5 12,ETS,1.0,,11,1,2,0.5 12,Moving-Average,1.0,,12,1,2,0.5 -24,Toto-1.0,4.719241501955591,0.6534963444913379,1,7,7,1.0 -24,Moirai-2.0,0.37621553652250433,0.7580956319814726,2,7,7,1.0 -24,TiRex,0.5378694337458253,0.7781415441269601,3,7,7,1.0 -24,Chronos-2,0.7030256966830237,0.9648655479252333,4,7,7,1.0 -24,TabPFN-TS,0.5159793139175309,0.6922070148330806,5,7,7,1.0 -24,Chronos-Bolt,0.5912876439784216,0.835615438241119,6,7,7,1.0 -24,Moving-Average,0.741044232996646,0.854963611384339,7,7,7,1.0 -24,ARIMA,0.7443584030617366,1.0923516231145913,8,7,7,1.0 -24,TimesFM-2.5,0.5377339500601114,0.7532549627557426,9,7,7,1.0 -24,ETS,1.6060459894110362,1.3805514175364297,10,7,7,1.0 -24,Sundial,0.9005082599550948,0.8740222455866138,11,7,7,1.0 +24,Toto-1.0,3.7259592100197243,0.6520170776709847,1,7,7,1.0 +24,Moirai-2.0,0.3765009585699254,0.7582058518992069,2,7,7,1.0 +24,TiRex,0.5380866685966403,0.77819692953152,3,7,7,1.0 +24,Chronos-2,0.7036285328098831,0.9649515036471669,4,7,7,1.0 +24,TabPFN-TS,0.5161302077578748,0.6923091651739631,5,7,7,1.0 +24,Chronos-Bolt,0.5914866710546008,0.8356405173909187,6,7,7,1.0 +24,Moving-Average,0.7411713023947528,0.8550671544006442,7,7,7,1.0 +24,ARIMA,0.744383527219572,1.0924247786333907,8,7,7,1.0 +24,TimesFM-2.5,0.5380338810263129,0.7533529442011067,9,7,7,1.0 +24,ETS,1.6053934699863448,1.3802642072105797,10,7,7,1.0 +24,Sundial,0.8902153871584654,0.867061599683059,11,7,7,1.0 24,Seasonal-Naive,1.0,1.0,12,7,7,1.0 36,Seasonal-Naive,1.0,,1,1,1,1.0 36,TabPFN-TS,1.0,,2,1,1,1.0 @@ -59,15 +59,15 @@ prediction_length,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage 60,Moving-Average,0.9478389117451116,0.9589790290303657,10,1,1,1.0 60,Seasonal-Naive,1.0,1.0,11,1,1,1.0 60,ETS,1.8788860584729934,1.0310493164031762,12,1,1,1.0 -72,Moving-Average,0.6841184505621616,0.8926398427528848,1,1,1,1.0 +72,Moving-Average,0.6814759433618748,0.9121162128792916,1,1,1,1.0 72,Seasonal-Naive,1.0,1.0,2,1,1,1.0 -72,Moirai-2.0,1.6654690937546126,1.0299348083782351,3,1,1,1.0 -72,Toto-1.0,4.811043420121472,1.198509811748194,4,1,1,1.0 -72,TiRex,2.137641733279762,1.2112997893851567,5,1,1,1.0 -72,Chronos-Bolt,2.233280229798659,1.438103116262513,6,1,1,1.0 -72,Chronos-2,2.4376880449996174,1.492821321328642,7,1,1,1.0 -72,ETS,1.694000495682531,1.517253741978438,8,1,1,1.0 -72,Sundial,2.2025586070720493,1.6366983632210723,9,1,1,1.0 -72,TabPFN-TS,1.9830951259613876,1.7057704521726198,10,1,1,1.0 -72,ARIMA,2.5639754248677646,1.7797394082096212,11,1,1,1.0 -72,TimesFM-2.5,2.5807436634015306,1.9525936083700837,12,1,1,1.0 +72,Moirai-2.0,1.5188836430248236,1.0077726980853479,3,1,1,1.0 +72,Toto-1.0,5.116978348114114,1.270453660298694,4,1,1,1.0 +72,TiRex,2.308803676125667,1.3505369584513411,5,1,1,1.0 +72,Chronos-2,2.165292315757927,1.441989451672984,6,1,1,1.0 +72,Chronos-Bolt,2.154632617711902,1.5244466567068224,7,1,1,1.0 +72,Sundial,2.0107710204077174,1.6330365852420656,8,1,1,1.0 +72,TabPFN-TS,1.9445761732283415,1.7438822810312324,9,1,1,1.0 +72,ARIMA,2.8168436628084823,1.9389292779076426,10,1,1,1.0 +72,ETS,2.670477809614388,2.0042131775867835,11,1,1,1.0 +72,TimesFM-2.5,2.8796256249183103,2.1543597867112396,12,1,1,1.0 diff --git a/results/aggregates/results_overall.csv b/results/aggregates/results_overall.csv index 0714f387a14eb758f7428ba3ae909f334c0894aa..0999b6026b4b3376beb69edbd5eaed7ac2c17931 100644 --- a/results/aggregates/results_overall.csv +++ b/results/aggregates/results_overall.csv @@ -1,13 +1,13 @@ overall,model,MSE,CRPS,Rank,n_configs,n_group_configs,coverage -Overall,TiRex,0.44122845833821783,0.612029858912476,1,12,13,0.9230769230769231 -Overall,Moirai-2.0,0.34113952434441164,0.572722535812996,2,13,13,1.0 -Overall,TabPFN-TS,0.44907928670596586,0.5963307069243408,3,13,13,1.0 -Overall,Chronos-2,0.5660831446515786,0.7266149640657751,4,12,13,0.9230769230769231 -Overall,Toto-1.0,139.40813245744434,0.6048837621454835,5,13,13,1.0 -Overall,Chronos-Bolt,0.5683038663111567,0.7196456398170682,6,13,13,1.0 -Overall,TimesFM-2.5,0.5364677314503151,0.693332625413097,7,12,13,0.9230769230769231 -Overall,Sundial,0.652482196795847,0.6962350006564529,8,13,13,1.0 -Overall,Moving-Average,0.7231560592523867,0.7948350710674674,9,12,13,0.9230769230769231 +Overall,TabPFN-TS,0.44847281845862824,0.5975859396543308,1,13,13,1.0 +Overall,TiRex,0.444174362121328,0.618756438387794,2,12,13,0.9230769230769231 +Overall,Chronos-2,0.560801154889355,0.7241471810190692,3,12,13,0.9230769230769231 +Overall,Moirai-2.0,0.33886876146065914,0.5716439602309201,4,13,13,1.0 +Overall,Toto-1.0,126.80715818575506,0.6072215684569162,5,13,13,1.0 +Overall,TimesFM-2.5,0.541565261634629,0.7002479008862249,6,12,13,0.9230769230769231 +Overall,Chronos-Bolt,0.5668414755180181,0.7234841340944332,7,13,13,1.0 +Overall,Sundial,0.6439273781564966,0.692560355622312,8,13,13,1.0 +Overall,Moving-Average,0.7229951801176466,0.7966200404655629,9,12,13,0.9230769230769231 Overall,Seasonal-Naive,1.0,1.0,10,13,13,1.0 -Overall,ARIMA,0.7945108911075204,0.9572863074300635,11,12,13,0.9230769230769231 -Overall,ETS,1.281247881433808,1.1764750687794652,12,12,13,0.9230769230769231 +Overall,ARIMA,0.8007786384632675,0.9655677702426005,11,12,13,0.9230769230769231 +Overall,ETS,1.3304641109514939,1.2095060519733174,12,12,13,0.9230769230769231 diff --git a/results/arima/all_results.csv b/results/arima/all_results.csv index f4dd62a14e57150fc0e420bf4f116d603243dcf1..6f2f178890d0ea280bb23634b7957ccbad88a3b8 100644 --- a/results/arima/all_results.csv +++ b/results/arima/all_results.csv @@ -1,11 +1,11 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,ARIMA,349457.1296789585,1196940.5611612473,1067.647208991122,0.81411207374674,0.01708233499272242,0.017236787488803067,14.08148583197513,591.1489911003473,0.009465838205192145,0.017095818300769807,0.01536136922500607,Finance,1,24 +binance_btcusdt_1h_close/1h/short,ARIMA,350119.9302387854,1199580.612449454,1068.721916022372,0.8149315691404553,0.017099176241380725,0.017253964315207367,14.11426564772374,591.7093291801182,0.009474647903983927,0.017112733165139497,0.015378313887039027,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,ARIMA,1541135.6552051408,2418867.790696383,1404.9959218011925,2.0820340358355196,0.023509867939965828,0.023851626705894427,64.03653538702292,1241.4248487947793,0.020879994345237157,0.023631158125093858,0.02228618857464181,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ARIMA,4.407835548068247e-15,1.12132504091072e-14,8.609260281087649e-08,nan,nan,2.0,nan,6.639153220154094e-08,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ARIMA,9.578202015526527e-15,9.143141084502762e-15,9.078851462715541e-08,nan,nan,2.0,nan,9.786828912128038e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,ARIMA,0.547161583334367,0.5686075309463137,0.5763363920227182,0.4776902951672191,0.023326732362728236,0.023425103922873183,8.360187235403945,0.7397037132084487,0.03006365484650961,0.023423944014150114,0.02114964923229978,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,ARIMA,0.1385767405881007,0.13572249010114756,0.23602451238235728,0.32952812671928927,0.16445979123663942,0.13519424981228254,12.291124451803558,0.3722589697886415,0.23557212738113453,0.14936052857927226,0.14768312357698724,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,ARIMA,0.16202901103399986,0.1461056893420149,0.3493560048983023,1.1458877834907315,0.2594075424517765,0.2234496598328943,22.092197834384383,0.4025282735833594,0.28137898735924155,0.24421002284153173,0.22842102069813752,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,ARIMA,0.20695977363294626,0.18745875108562485,0.3999665224313882,1.3441498095133726,0.2960753648677789,0.25098615537706503,30.14273857981239,0.4549283170269205,0.31800812038571713,0.2795882279803015,0.2636860070585618,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,ARIMA,0.026202823913999137,0.014077522461450618,0.11709876864053721,0.18652902458761256,0.009022492468621142,0.009058800860785908,1.690061800570177,0.16187286342682375,0.012483767897988513,0.009030753011356713,0.007840093442379382,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ARIMA,142.65361958499483,142.4886460122167,9.665166177600915,0.6725693884677275,0.154824662005371,0.1532902922665131,11.597224881787588,11.943769069476973,0.1957593881071455,0.15841289344050316,0.14277558172027538,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,ARIMA,16.960363414956486,17.553698180383638,3.1602898167358595,2.683751652967631,0.10661966349255143,0.11694515238413881,72.8191156824745,4.118296178634616,0.1492812444219792,0.11455514030874034,0.1069856347235077,Weather,1,24 diff --git a/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json index 7c6f2ac878ff6e4a6dec68ffbef3c3486d1a6b3e..3de568c279d44d8fec30ef4a31a940be56d38d84 100644 --- a/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/arima/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "ARIMA", - "evaluated_at": "2026-07-04T12:16:15.751602+00:00", + "evaluated_at": "2026-07-04T12:27:45.041465+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 61415.369697549824, diff --git a/results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index a12d3109055fa1a4b6c1a8a4776a8b0dc8fbc72a..7828be1ed15e0f766ea7de284f640cbe1d3b9954 100644 --- a/results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/arima/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "ARIMA", - "evaluated_at": "2026-07-04T12:04:54.479973+00:00", + "evaluated_at": "2026-07-04T12:27:45.071330+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/arima/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/arima/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index 727acfc61ac05cd8055ed052dfbb438e715855e4..a2d276864f3db7596f2828706ff006e3cefadcb3 100644 --- a/results/arima/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/arima/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "ARIMA", - "evaluated_at": "2026-07-04T12:04:54.555962+00:00", + "evaluated_at": "2026-07-04T12:27:45.143622+00:00", "freq": "10min", - "context_length": 82, + "context_length": 81, "prediction_length": 72, "context": [ - 2.0, - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -87,11 +84,11 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.7999999523162842 + 1.7999999523162842, + 1.7000000476837158, + 1.899999976158142 ], "actuals": [ - 1.7000000476837158, - 1.899999976158142, 1.7999999523162842, 1.7000000476837158, 1.600000023841858, @@ -161,979 +158,975 @@ 1.7000000476837158, 1.7000000476837158, 1.7999999523162842, + 1.7999999523162842, + 1.7999999523162842, 1.7999999523162842 ], "p50": [ - 1.7762551804807645, - 1.7752076517245803, - 1.775140012369128, - 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1.941151366366053, + 1.941151366366053, + 1.917039972645063, + 1.9225294099687906, + 1.9494419334551885 ] }, "timestamps": [ - "2026-07-02 11:10:00", - "2026-07-02 11:20:00", - "2026-07-02 11:30:00", - "2026-07-02 11:40:00", - "2026-07-02 11:50:00", - "2026-07-02 12:00:00", "2026-07-02 12:10:00", "2026-07-02 12:20:00", "2026-07-02 12:30:00", @@ -1281,6 +1274,11 @@ "2026-07-03 12:10:00", "2026-07-03 12:20:00", "2026-07-03 12:30:00", - "2026-07-03 12:40:00" + "2026-07-03 12:40:00", + "2026-07-03 12:50:00", + "2026-07-03 13:00:00", + "2026-07-03 13:10:00", + "2026-07-03 13:20:00", + "2026-07-03 13:30:00" ] } diff --git a/results/arima/online_meta.json b/results/arima/online_meta.json index 50b44ecca28877232be3afab5c243ee1438f3ac8..01ccbfeea0743edf41e5e6afc90f0c561ab748e2 100644 --- a/results/arima/online_meta.json +++ b/results/arima/online_meta.json @@ -1,19 +1,25 @@ { "model": "ARIMA", "api_model_id": "baseline/arima", - "evaluated_at": "2026-07-04T12:16:15.856436+00:00", + "evaluated_at": "2026-07-04T12:27:45.170700+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/baseline_rank_history_daily.csv b/results/baseline_rank_history_daily.csv index 5038b7e62159f069cd6502f069aafb69b675730d..2585a95a37168449b6e455dab83c76ce254e901e 100644 --- a/results/baseline_rank_history_daily.csv +++ b/results/baseline_rank_history_daily.csv @@ -25,4 +25,4 @@ date,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank, 2026-07-01,Seasonal-Naive,9.071,10.667,10.250,9.214,9.071,10.500,10.583,10.333,10.000,9.917 2026-07-02,Seasonal-Naive,11.500,13.167,13.667,11.500,11.500,12.667,12.333,12.833,12.917,12.583 2026-07-03,Seasonal-Naive,9.929,11.583,11.500,9.714,9.929,10.917,11.333,11.083,11.250,9.917 -2026-07-04,Seasonal-Naive,8.286,9.500,9.500,8.214,8.286,9.333,10.750,9.167,9.250,8.833 +2026-07-04,Seasonal-Naive,8.357,9.500,9.500,8.214,8.357,9.333,10.667,9.167,9.333,8.833 diff --git a/results/baseline_rank_history_weekly.csv b/results/baseline_rank_history_weekly.csv index 5d469971434477e460c39223f0d2a24893679f01..1198bd547bf4cb9c0234929a8de2a9b05ba6a7ef 100644 --- a/results/baseline_rank_history_weekly.csv +++ b/results/baseline_rank_history_weekly.csv @@ -5,4 +5,4 @@ week,model,MSE_Rank,CRPS_Rank,MASE_Rank,MAE_Rank,RMSE_Rank,sMAPE_Rank,MSIS_Rank, 2026-W26,Chronos-2,4.657,4.082,4.641,4.709,4.657,4.544,3.941,4.621,4.69,4.79 2026-W26,ETS,6.154,6.308,6.455,6.615,6.154,6.692,7.182,6.692,6.231,6.182 2026-W26,Seasonal-Naive,1.532,1.661,1.532,1.523,1.532,1.532,1.642,1.532,1.541,1.505 -2026-W27,Seasonal-Naive,9.048,10.806,10.393,8.928,9.048,10.222,10.738,10.153,10.111,9.847 +2026-W27,Seasonal-Naive,9.06,10.806,10.393,8.928,9.06,10.222,10.724,10.153,10.125,9.847 diff --git a/results/chronos_2/all_results.csv b/results/chronos_2/all_results.csv index 4d7f0cb4e890e0d31f8eef4563468263f5b1adbe..66428b3818ea5beb9cb5e2652a637a39a2aba1a7 100644 --- a/results/chronos_2/all_results.csv +++ b/results/chronos_2/all_results.csv @@ -1,11 +1,11 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Chronos-2,395934.97748947144,395934.97748947144,531.2750651041666,0.40511270140498645,0.008493252774605024,0.008544131916257887,1.4605727523594052,629.2336430051014,0.010075672880474996,0.008507100383218452,0.00749696085899127,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Chronos-2,398978.862657547,398978.862657547,532.3497721354166,0.40593219679870157,0.00851004243346736,0.008561308179811537,1.4605727523594052,631.6477362086774,0.010114155050112443,0.008524162800910968,0.007506392377965528,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-2,1047487.098203659,1047487.098203659,819.30322265625,1.2141082894057063,0.01366893271924998,0.013814714127786376,10.44496425626024,1023.4681715635612,0.017214098505861357,0.013780170964601867,0.011439704022350464,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-2,1.6284716271939715e-18,1.6284716271939715e-18,9.786685842996647e-10,nan,nan,2.0,nan,1.2761158361191085e-09,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-2,1.7296862743653321e-18,1.7296862743653321e-18,1.0190191815362404e-09,nan,nan,2.0,nan,1.3151753777977035e-09,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-2,1.637555594461901,1.637555594461901,1.0564579168955486,0.8756339199445993,0.04294761928508137,0.041642332242351594,4.570584461734379,1.2796701115763784,0.052009419264582475,0.04293744320364125,0.027358558088658225,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,Chronos-2,0.039707493698567714,0.039707493698567714,0.14401572744051616,0.20106908559018144,0.09803876157413514,0.0887218811103479,0.7759103639980267,0.1992673924619071,0.1260999663395491,0.09113572551056684,0.06599368546874476,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,0.15404834980470344,0.15404834980470344,0.35198497109942967,1.1545107932883125,0.26007665695766347,0.22419246800231374,23.31305178408064,0.39248993592792086,0.27436189695932334,0.24604774678795083,0.19159645977658105,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-2,0.15908884594312925,0.15908884594312925,0.3591698143217299,1.2070461161816968,0.2649691018012126,0.22850697855692806,23.566680961087545,0.3988594313077343,0.27881433909681824,0.2510701428704017,0.1961043371022457,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Chronos-2,0.006018003748636147,0.006018003748636147,0.04091552893320719,0.06517518323207505,0.0031848262919040066,0.0031676610121186867,2.253166051251305,0.07757579357400185,0.005982708781314047,0.0031554391255733567,0.008435731282885144,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-2,510.52267763172694,510.52267763172694,21.481386582056682,1.4948240693900743,0.35517601184588204,0.4411195894462472,4.871032327378962,22.59474889508018,0.37032985085412323,0.3520817481094023,0.263727973130395,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-2,1.2313392740050706,1.2313392740050706,0.7619497776031494,0.6470558378195997,0.02692216495586283,0.026573208406356408,3.938234168239061,1.109657277723654,0.04022319233858817,0.02761938579788098,0.02704499322056911,Weather,1,24 diff --git a/results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json index b046e29397ca2f1966f7703674ac9cc09a6cc2a8..03cb51619f5467a483822396fc3681496dd834d1 100644 --- a/results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/chronos_2/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Chronos-2", - "evaluated_at": "2026-07-04T12:11:29.529864+00:00", + "evaluated_at": "2026-07-04T12:22:15.724009+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 61969.93359375, diff --git a/results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 08611d8ec648a6d6c115031fedcbe40090043d27..dedf6dff0a4b983fea9e431ff6510f7ee59725c1 100644 --- a/results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/chronos_2/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Chronos-2", - "evaluated_at": "2026-07-04T11:52:27.645758+00:00", + "evaluated_at": "2026-07-04T12:22:19.986799+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/chronos_2/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/chronos_2/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index 1c3638a64d07619b442b225c60449c2d30f30483..77a8b363ba8e77dd6295ea4bfe67941870804735 100644 --- a/results/chronos_2/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/chronos_2/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "Chronos-2", - "evaluated_at": "2026-07-04T11:52:37.056030+00:00", + "evaluated_at": "2026-07-04T12:22:23.850544+00:00", "freq": "10min", - "context_length": 82, + "context_length": 81, "prediction_length": 72, "context": [ - 2.0, - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -87,11 +84,11 @@ 1.7999999523162842, 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a/results/chronos_2/online_meta.json b/results/chronos_2/online_meta.json index 5e75181d6605c6726fece88867996ddc7c30a213..1f56b03da6f0cc79d72c340bb6a30f10b4dd6f8b 100644 --- a/results/chronos_2/online_meta.json +++ b/results/chronos_2/online_meta.json @@ -1,19 +1,25 @@ { "model": "Chronos-2", "api_model_id": "amazon/chronos-2", - "evaluated_at": "2026-07-04T12:12:42.608767+00:00", + "evaluated_at": "2026-07-04T12:22:28.868032+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/chronos_bolt/all_results.csv b/results/chronos_bolt/all_results.csv index 2b9055fb8cdf76756189eca13c6a9b98e163ba2b..68c69563f5b8449a5c5d6f669654dbf1c19ba66f 100644 --- a/results/chronos_bolt/all_results.csv +++ b/results/chronos_bolt/all_results.csv @@ -1,12 +1,12 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Chronos-Bolt,830606.2542069753,830606.2542069753,801.3836263020834,0.6110783415918589,0.012812076059550419,0.012919128338804348,1.917296412340263,911.3760224007297,0.014593508746549582,0.012832243412520693,0.011099800699532363,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Chronos-Bolt,833947.3378499349,833947.3378499349,802.4583333333334,0.6118978369855742,0.012828827751294472,0.012936304135213086,1.917296412340263,913.2071713745654,0.014622579002017601,0.012849231524684515,0.011109170322075142,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Chronos-Bolt,1120486.6587556202,1120486.6587556202,734.14599609375,0.8693109217223224,0.01226590473246691,0.01210952102459527,8.436316153219645,1058.5304241048625,0.017431873016336474,0.012089912096934045,0.010652843722422005,Finance,1 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Chronos-Bolt,24494.29886562596,24494.29886562596,120.14190149307251,1.2667135440416435,0.6356253615465683,0.9144911966348365,18.167880022797153,156.5065457596773,0.9635125763281969,0.7396382845884965,0.5956771935646294,Finance,1,12 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Chronos-Bolt,3.2825236033380433e-15,3.2825236033380433e-15,5.404329583846845e-08,nan,nan,2.0,nan,5.729331202974779e-08,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Chronos-Bolt,1.0941039077622847e-12,1.0941039077622847e-12,9.104717223114752e-07,nan,nan,2.0,nan,1.0459942197556757e-06,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Chronos-Bolt,0.5143226207795427,0.5143226207795427,0.5663356781005859,0.46940130968674304,0.023105506573262585,0.02270399575305167,2.1803337744139415,0.7171628969624284,0.029147532205135242,0.0230174866634501,0.01884576647889128,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,Chronos-Bolt,0.02229767472811967,0.02229767472811967,0.08762525916099548,0.12233893510957834,0.06297792557978685,0.0572446841741056,1.3409047286647238,0.14932405944160396,0.09449493284693164,0.055450829632389946,0.08129874618159721,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-Bolt,0.14113091080610612,0.14113091080610612,0.33827170232931775,1.10953126829068,0.24980320118013857,0.2169587721315186,22.807901646210265,0.3756739421441233,0.2626070275182221,0.23646177250204733,0.18457364048386857,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,Chronos-Bolt,0.15830565420134787,0.15830565420134787,0.3608993987242381,1.212858654018704,0.2652330396747187,0.2296917977184364,29.058373986334516,0.3978764308191023,0.2781271931750804,0.25227917265444466,0.20731816083285923,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Chronos-Bolt,0.01036336243059092,0.01036336243059092,0.06383939584096272,0.1016910798868554,0.004957875143438037,0.004926784313283322,1.6722165029891363,0.10180060132725602,0.007850945809824561,0.004923346529831814,0.007943744247036866,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Chronos-Bolt,553.0027183242414,553.0027183242414,22.337568044662476,1.5544031218492755,0.3652194408643119,0.45380867402509334,18.71322376314701,23.516009829991173,0.3854293957177356,0.36611463490195734,0.29509287446807225,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,Chronos-Bolt,2.1859501333090825,2.1859501333090825,1.097834825515747,0.9322929853017253,0.03744514021861604,0.0383553856637753,5.248699960810581,1.4784959023646573,0.05359296626668752,0.0397946485182404,0.035044448250627615,Weather,1,24 diff --git a/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json index 8877a3358943a6008280c3d5b69f31d3a3d2999a..cb5caba7c94c5ad336015720a7d081f588c08f9c 100644 --- a/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/chronos_bolt/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-04T12:14:15.901518+00:00", + "evaluated_at": "2026-07-04T12:24:58.591067+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 61986.61328125, diff --git a/results/chronos_bolt/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/chronos_bolt/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 2a546796a90253ef8aa5e878aa58a0e7e2857cfd..194ae8e8769db0f771f87d78b385d62a07583715 100644 --- a/results/chronos_bolt/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/chronos_bolt/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Chronos-Bolt", - "evaluated_at": "2026-07-04T11:58:43.262449+00:00", + "evaluated_at": "2026-07-04T12:25:02.370369+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/chronos_bolt/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/chronos_bolt/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index 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1.6424492597579956, + 1.6420836448669434, + 1.6200875043869019, + 1.6092051267623901, + 1.5937072038650513, + 1.5928258895874023 ] }, "timestamps": [ - "2026-07-02 11:10:00", - "2026-07-02 11:20:00", - "2026-07-02 11:30:00", - "2026-07-02 11:40:00", - "2026-07-02 11:50:00", - "2026-07-02 12:00:00", "2026-07-02 12:10:00", "2026-07-02 12:20:00", "2026-07-02 12:30:00", @@ -1281,6 +1274,11 @@ "2026-07-03 12:10:00", "2026-07-03 12:20:00", "2026-07-03 12:30:00", - "2026-07-03 12:40:00" + "2026-07-03 12:40:00", + "2026-07-03 12:50:00", + "2026-07-03 13:00:00", + "2026-07-03 13:10:00", + "2026-07-03 13:20:00", + "2026-07-03 13:30:00" ] } diff --git a/results/chronos_bolt/online_meta.json b/results/chronos_bolt/online_meta.json index 849a9fc7db9d0d0f4f7f11455b4d2c4569c8133d..09417cce9793a381794f2b08bd493551b3908fdd 100644 --- a/results/chronos_bolt/online_meta.json +++ b/results/chronos_bolt/online_meta.json @@ -1,19 +1,25 @@ { "model": "Chronos-Bolt", "api_model_id": "amazon/chronos-bolt-base", - "evaluated_at": "2026-07-04T12:14:19.474424+00:00", + "evaluated_at": "2026-07-04T12:25:08.699304+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/dataset_eval_intervals.json b/results/dataset_eval_intervals.json index 4c86bb260ee1a36e6052e01570b2b8158eb46222..98396e660e14a951cbac7275c771d5855c9ca6c4 100644 --- a/results/dataset_eval_intervals.json +++ b/results/dataset_eval_intervals.json @@ -10,5 +10,6 @@ "open_meteo_shanghai_air_quality_hourly_pm2_5": 3600, "open_meteo_shanghai_hourly_temperature_2m": 3600, "usgs_earthquake_all_week_hourly_earthquake_count": 3600, + "usgs_potomac_iv_usgs_00060": 900, "wikimedia_time_series_hourly_pageviews": 86400 } diff --git a/results/ets/all_results.csv b/results/ets/all_results.csv index 217f0c9815233e416a5b02066579b16a34ce0549..347cefc96cee68e90007b9c7a3f12d05dcc95b9e 100644 --- a/results/ets/all_results.csv +++ b/results/ets/all_results.csv @@ -1,11 +1,11 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,ETS,57295.91259853562,64828.340276975454,188.67475682592854,0.14386999399208458,0.0030151968332408096,0.0030233103855663948,0.9699633217687119,239.365646237165,0.003832868723914723,0.0030211752847515987,0.002374548100857541,Finance,1,24 +binance_btcusdt_1h_close/1h/short,ETS,57227.999490330345,64763.209526501385,187.60004979467854,0.14305049859836935,0.0029980099974577013,0.0030061318717941377,0.9699633217687119,239.2237435756124,0.003830530682679022,0.0030039148124253617,0.002372595243152647,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,ETS,1556117.9881807761,1569433.9940070417,1003.0477607431425,1.4863954727772741,0.016733873296267597,0.016954216616983653,43.48353332776867,1247.444583210323,0.02098124253652188,0.01687063988823202,0.015785365847337016,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,ETS,4.407835548068247e-15,1.12132504091072e-14,8.609260281087649e-08,nan,nan,2.0,nan,6.639153220154094e-08,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,ETS,9.578202015526527e-15,9.143141084502762e-15,9.078851462715541e-08,nan,nan,2.0,nan,9.786828912128038e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,ETS,5.582509581368716,5.981868727558015,2.0013517775509926,1.6587991572013856,0.08080434838370308,0.08595641282010298,21.65455938181098,2.3627334977455066,0.09602818412578436,0.08134060704625148,0.07161819276110197,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,ETS,0.41280626041264035,0.4137195862841449,0.45688583908972785,0.6378860109068174,0.3107543002257577,0.2347226175571051,22.517753492926385,0.642500008103222,0.40658548493057806,0.2891255223367513,0.2827056537248962,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,ETS,0.10705142582273469,0.10837466957910248,0.29852154157708344,0.979150731076106,0.22142495045501923,0.19458400054810346,14.969734623002232,0.3271871418970108,0.22871334190859008,0.20867525236456316,0.19473224383418467,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,ETS,0.19620594861787924,0.19557081048912792,0.409166752121543,1.3750686146931794,0.3026826117877921,0.25588518581132974,26.16674091074363,0.4429514066101148,0.3096359117824634,0.2860194560252022,0.27256433543688263,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,ETS,0.20410706032664708,0.172088593953464,0.3586846770355841,0.5713561612876701,0.027643803621087013,0.02815625863268446,19.78731807155748,0.45178209385349377,0.03484180535722636,0.027662056269866432,0.027503985183651776,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,ETS,148.43499344230023,149.17532942471533,8.15147422774769,0.5672361898104015,0.11793920931417383,0.1284726318574536,9.710790669813852,12.183390063619413,0.19968679652555058,0.13360335399258788,0.11653327858861336,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,ETS,274.85231041062957,278.25834396895726,14.145843783044137,12.012800672369366,0.49467191434691354,0.7616969964748465,417.68963916733566,16.578670345073803,0.6009486527010561,0.5127628202864867,0.5004800058300821,Weather,1,24 diff --git a/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json index 0ee218f7a59b68b718a9a917f41f471e7a45fbde..87cb14788ea14654b6e64a2c92a8929700ec5d2f 100644 --- a/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/ets/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "ETS", - "evaluated_at": "2026-07-04T12:16:15.425758+00:00", + "evaluated_at": "2026-07-04T12:27:44.925917+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 61965.93231850831, diff --git a/results/ets/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/ets/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 8bcea2245822c0b9905006a3f58cb5cf58c726dc..d49844bdb0d8e155cd23cfa4980e2a4f3dffa979 100644 --- a/results/ets/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/ets/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "ETS", - "evaluated_at": "2026-07-04T12:04:54.138483+00:00", + "evaluated_at": "2026-07-04T12:27:44.946241+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index fabc0c1f3d86e8c116d2c4f3c20487ade54956a5..3052948a6adbc6c5697fb35996fbec2905cd741c 100644 --- a/results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/ets/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "ETS", - "evaluated_at": "2026-07-04T12:04:54.182195+00:00", + "evaluated_at": "2026-07-04T12:27:44.966041+00:00", "freq": "10min", - "context_length": 82, + "context_length": 81, "prediction_length": 72, "context": [ - 2.0, - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -87,11 +84,11 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.7999999523162842 + 1.7999999523162842, + 1.7000000476837158, + 1.899999976158142 ], 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open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Moirai-2.0,610.0548145328866,610.0548145328866,23.67903717358907,1.6477518605167412,0.3909358509371456,0.49425613875115976,8.201168836114697,24.699287733310985,0.40482342091758283,0.3881014277071196,0.2936659763583063,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,Moirai-2.0,1.8677962899161382,1.8677962899161382,1.1095499992370605,0.9422416351606334,0.0387740656054125,0.03961666405095763,4.76449548524275,1.3666734393834317,0.04953959183607469,0.04021930367558684,0.0356632238710493,Weather,1,24 diff --git a/results/moirai_2_0/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/moirai_2_0/forecasts/binance_btcusdt_1h_close__1h__short.json index f4bdb08031c8373afe065c90c87dc72f66a62a2c..edd3a5e0b05dcbb19c139daf976dc0f9b59d45b3 100644 --- a/results/moirai_2_0/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/moirai_2_0/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-04T12:13:59.912552+00:00", + "evaluated_at": "2026-07-04T12:24:15.490488+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 62116.94921875, diff --git a/results/moirai_2_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/moirai_2_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index dd2f5bdfc65f974417b540d0602f7e23cb54bfb7..299752d4cb872fdb37ba4da950cab340406b75d0 100644 --- a/results/moirai_2_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/moirai_2_0/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Moirai-2.0", - "evaluated_at": "2026-07-04T11:57:06.170566+00:00", + "evaluated_at": "2026-07-04T12:24:18.212779+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/moirai_2_0/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/moirai_2_0/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index 88b53509bd9db666385f1c86de9a101047ed0028..e615dc6b91826ae09bfcebf8aef6bca860a3dd7c 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"api_model_id": "Salesforce/moirai-2.0-R-small", - "evaluated_at": "2026-07-04T12:14:10.459924+00:00", + "evaluated_at": "2026-07-04T12:24:23.133326+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/moving_average/all_results.csv b/results/moving_average/all_results.csv index f9378a81cea75603393bc26e6cc36318e99a4833..240c12cee5d2485eedd240cf8e9aff375f3eb32e 100644 --- a/results/moving_average/all_results.csv +++ b/results/moving_average/all_results.csv @@ -1,11 +1,11 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Moving-Average,690914.8972589769,729664.507104521,823.9396612870017,0.6282779748250392,0.013180498660270342,0.013274426592407218,9.001538909831089,831.2129072981103,0.013309888053611984,0.013193424402308845,0.011474935066229753,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Moving-Average,692892.9156793902,731645.3078826657,825.0143683182517,0.6290974702187545,0.013197424128210398,0.013291604161433282,9.034318725579697,832.4018955284702,0.013328697868713723,0.01321040630941905,0.011491946496816476,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Moving-Average,763747.8792799147,770725.1833900927,703.1501790364564,1.0419835263158121,0.011737086968445143,0.011838641769502792,25.952716117386256,873.9267013199188,0.014698903924331055,0.01182654896620388,0.010766495151387482,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Moving-Average,4.407835548068247e-15,1.12132504091072e-14,8.609260281087649e-08,nan,nan,2.0,nan,6.639153220154094e-08,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Moving-Average,9.578202015526527e-15,9.143141084502762e-15,9.078851462715541e-08,nan,nan,2.0,nan,9.786828912128038e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Moving-Average,0.8205691112872011,0.709997182654206,0.6999430145394937,0.5801403309656422,0.02884074044162625,0.028398891946500474,6.326147739485137,0.9058526984489261,0.0368164203878662,0.028447667391134097,0.02407148457659363,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,Moving-Average,0.208247772591959,0.2072471161140333,0.4244287191805752,0.5925706586393387,0.2597815624473481,0.30379470679487464,21.57417834720389,0.4563417278662549,0.2887811990326863,0.26858607693398545,0.26294454493821984,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Moving-Average,0.043232487682839715,0.043851478401628986,0.18146434595964256,0.5952031001580202,0.13394342505905033,0.1242299540984139,6.012314180556198,0.2079242354388726,0.14534509661746434,0.12684886319508995,0.11456604436407661,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,Moving-Average,0.050069554386931364,0.04976273390706056,0.19398149130520992,0.6519050219552969,0.14399873325041013,0.13219077784148162,4.929268986693966,0.22376227203648824,0.15641633391519644,0.13559870232465163,0.12404386528582509,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Moving-Average,0.012203859818521396,0.006786694120140606,0.0789473260355275,0.12575681102516173,0.006099229135161602,0.006102040791945068,3.670981441139024,0.1104710813675751,0.008519620336833324,0.006088482488850784,0.005871101148991471,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Moving-Average,740.3211143658995,744.6367682093465,24.886337294032916,1.7317641877528451,0.39072432532245444,0.49468384000742177,42.54196776699786,27.20884257674147,0.4459552376593133,0.40788917908316996,0.38265330563118094,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,Moving-Average,6.989815485766758,7.087007177320058,2.1950156752742935,1.8640306074497002,0.0764327285326462,0.07841894373138864,33.822031187254815,2.6438259182039117,0.09583420084065254,0.07956559152560394,0.07232996582940934,Weather,1,24 diff --git a/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json index 1822902e74cfe19e3962d22973982469ed1269b3..0c9ae1ae2ee44b7c23b850130eab863b4209d883 100644 --- a/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/moving_average/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Moving-Average", - "evaluated_at": "2026-07-04T12:16:14.822224+00:00", + "evaluated_at": "2026-07-04T12:27:44.681028+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 61607.27233415571, diff --git a/results/moving_average/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/moving_average/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 56147756d4367ae9d5076805223d45888830992b..374a52ce3bd5f3d75279f14cebf2dfa5e90dc6c5 100644 --- a/results/moving_average/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/moving_average/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Moving-Average", - "evaluated_at": "2026-07-04T12:04:53.617008+00:00", + "evaluated_at": "2026-07-04T12:27:44.709659+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": 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100644 --- a/results/moving_average/online_meta.json +++ b/results/moving_average/online_meta.json @@ -1,19 +1,25 @@ { "model": "Moving-Average", "api_model_id": "baseline/moving-average", - "evaluated_at": "2026-07-04T12:16:14.870003+00:00", + "evaluated_at": "2026-07-04T12:27:44.752799+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/online_status.json b/results/online_status.json index 797c2fa6610da95524be40e6dccf84f7acdbb2ea..d5842fb83c63c3e44ad5d84d62c5c37cf3b4b550 100644 --- a/results/online_status.json +++ b/results/online_status.json @@ -1,8 +1,8 @@ { "status": "ok", - "started_at": "2026-07-04T12:11:03.594360+00:00", - "finished_at": "2026-07-04T12:16:16.766800+00:00", - "task_count": 2, + "started_at": "2026-07-04T12:21:44.302512+00:00", + "finished_at": "2026-07-04T12:27:46.029312+00:00", + "task_count": 3, "data_source": "ts_bench", "data_config": "configs/datasets/ts_bench.yaml", "ts_bench_root": "/Users/bytedance/TSFM_Bench/space/vendor/ts_bench", @@ -10,19 +10,25 @@ "Chronos-2": { "model": "Chronos-2", "api_model_id": "amazon/chronos-2", - "evaluated_at": "2026-07-04T12:12:42.608767+00:00", + "evaluated_at": "2026-07-04T12:22:28.868032+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -30,19 +36,25 @@ "TiRex": { "model": "TiRex", "api_model_id": "NX-AI/TiRex-1.1-gifteval", - "evaluated_at": "2026-07-04T12:12:57.423287+00:00", + "evaluated_at": "2026-07-04T12:22:49.343442+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -50,19 +62,25 @@ "TimesFM-2.5": { "model": "TimesFM-2.5", "api_model_id": "google/timesfm-2.5-200m-pytorch", - "evaluated_at": "2026-07-04T12:13:39.055336+00:00", + "evaluated_at": "2026-07-04T12:23:52.923854+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -70,19 +88,25 @@ "Toto-1.0": { "model": "Toto-1.0", "api_model_id": "Datadog/Toto-Open-Base-1.0", - "evaluated_at": "2026-07-04T12:13:53.654976+00:00", + "evaluated_at": "2026-07-04T12:24:11.083111+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -90,19 +114,25 @@ "Moirai-2.0": { "model": "Moirai-2.0", "api_model_id": "Salesforce/moirai-2.0-R-small", - "evaluated_at": "2026-07-04T12:14:10.459924+00:00", + "evaluated_at": "2026-07-04T12:24:23.133326+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -110,19 +140,25 @@ "Chronos-Bolt": { "model": "Chronos-Bolt", "api_model_id": "amazon/chronos-bolt-base", - "evaluated_at": "2026-07-04T12:14:19.474424+00:00", + "evaluated_at": "2026-07-04T12:25:08.699304+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -130,19 +166,25 @@ "TabPFN-TS": { "model": "TabPFN-TS", "api_model_id": "priorlabs/tabpfn-ts", - "evaluated_at": "2026-07-04T12:15:45.587942+00:00", + "evaluated_at": "2026-07-04T12:26:56.084645+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -150,19 +192,25 @@ "Sundial": { "model": "Sundial", "api_model_id": "thuml/sundial-base-128m", - "evaluated_at": "2026-07-04T12:16:14.806775+00:00", + "evaluated_at": "2026-07-04T12:27:44.663716+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -170,19 +218,25 @@ "Moving-Average": { "model": "Moving-Average", "api_model_id": "baseline/moving-average", - "evaluated_at": "2026-07-04T12:16:14.870003+00:00", + "evaluated_at": "2026-07-04T12:27:44.752799+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -190,19 +244,25 @@ "ETS": { "model": "ETS", "api_model_id": "baseline/ets", - "evaluated_at": "2026-07-04T12:16:15.488896+00:00", + "evaluated_at": "2026-07-04T12:27:44.980153+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -210,19 +270,25 @@ "ARIMA": { "model": "ARIMA", "api_model_id": "baseline/arima", - "evaluated_at": "2026-07-04T12:16:15.856436+00:00", + "evaluated_at": "2026-07-04T12:27:45.170700+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -230,19 +296,25 @@ "Seasonal-Naive": { "model": "Seasonal-Naive", "api_model_id": "baseline/seasonal-naive", - "evaluated_at": "2026-07-04T12:16:15.884357+00:00", + "evaluated_at": "2026-07-04T12:27:45.207367+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] @@ -264,7 +336,5 @@ "live_overall": "aggregates/live_overall_up_to_now.csv", "live_metadata": "aggregates/live_metadata.json" }, - "push_status": "ok", - "pushed_at": "2026-07-04T12:16:49.899029+00:00", - "push_detail": "HF Hub API" + "push_status": "pending" } diff --git a/results/seasonal_naive/all_results.csv b/results/seasonal_naive/all_results.csv index 35e419c1287e1b9db5e5e02ec3225e180c04c046..31d59d30a458041e50a949adabfc2b5f67c7cdd1 100644 --- a/results/seasonal_naive/all_results.csv +++ b/results/seasonal_naive/all_results.csv @@ -1,12 +1,12 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Seasonal-Naive,747292.5276266733,747292.5276266733,798.7618815104166,0.6090791848749174,0.012773963912470357,0.012870153839804326,2.820687364624925,864.4608305913423,0.013842274080299713,0.012790262435834887,0.008810490799120066,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Seasonal-Naive,748533.012415568,748533.012415568,799.8365885416666,0.6098986802686327,0.012790983955810705,0.012887331985713964,2.820687364624925,865.1780235394147,0.013853520205028575,0.012807251269227729,0.008816075625372503,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,Seasonal-Naive,1384823.3416538239,1384823.3416538239,1027.81396484375,1.5230959920284686,0.01719350624208572,0.017345573573671336,6.8090144931664085,1176.7851722612006,0.019792795162935146,0.01728719204769275,0.01291801157818565,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Seasonal-Naive,36436.1429036395,36436.1429036395,152.79166432221731,1.6109556133900285,0.8264244641534466,1.5187046461435552,64.32233589831223,190.88253692687422,1.1751439790441005,0.9406423828344558,0.9402466648974208,Finance,1,12 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Seasonal-Naive,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Seasonal-Naive,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Seasonal-Naive,0.9595877608624809,0.9595877608624809,0.7020833492279053,0.5819143246318685,0.029092867831530336,0.028367902850707366,10.001882223580237,0.9795855046204394,0.039813130551710284,0.02853465665748416,0.02497921992437855,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,Seasonal-Naive,0.21970797992302735,0.21970797992302735,0.440883328517278,0.6155439360158742,0.272429830238351,0.3203905305058929,22.815611085675688,0.4687301781654637,0.2966208317313881,0.2789988477232922,0.2741921741543044,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Seasonal-Naive,0.06319444775581513,0.06319444775581513,0.1902777867184745,0.6241111880525012,0.14042222675325663,0.12734970986324676,20.45964084314669,0.2513850587362247,0.1757254779515357,0.1330097149876715,0.12834520584557046,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,Seasonal-Naive,0.07347222579850271,0.07347222579850271,0.2013888971673118,0.6767987633564674,0.15043148593713557,0.1337501084796821,22.360591514995534,0.2710576060517445,0.1894771474769873,0.14077669438840296,0.13599568074144175,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Seasonal-Naive,0.0933333142598561,0.0933333142598561,0.13333328564961752,0.2123893189144519,0.010296470613983044,0.01054263193384832,4.63115077951036,0.305505015114083,0.023560797156589347,0.010282772268858284,0.011328188637872874,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Seasonal-Naive,638.4675179672272,638.4675179672272,24.62500023841858,1.7135785404035182,0.4110875773168446,0.5277705178416062,65.65655348550045,25.267914792622424,0.4141432666500696,0.4036058425753061,0.39962988114372183,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,Seasonal-Naive,2.0025010204321916,2.0025010204321916,0.9000001748402914,0.7642897003014545,0.03164242045357507,0.03200573527224941,13.87844094819138,1.4150975303604312,0.05129488291944846,0.032623478315418564,0.027436611686166405,Weather,1,24 diff --git a/results/seasonal_naive/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/seasonal_naive/forecasts/binance_btcusdt_1h_close__1h__short.json index 727350cd4cd716e86e1cf3a413709dec268554d7..1382c914a0d5ea58de7b810e3242dff36fea8cc5 100644 --- a/results/seasonal_naive/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/seasonal_naive/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-04T12:16:15.864016+00:00", + "evaluated_at": "2026-07-04T12:27:45.177303+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 61939.0390625, diff --git a/results/seasonal_naive/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/seasonal_naive/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 835d999ae72b346706939f266cbf3f08b7b4de15..106882b4f5f788e9d9ce416e299dce8fc64dbf2b 100644 --- a/results/seasonal_naive/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/seasonal_naive/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-04T12:04:54.779513+00:00", + "evaluated_at": "2026-07-04T12:27:45.188788+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/seasonal_naive/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/seasonal_naive/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index 31861eae7b7bef189762c8133820e570f144ddfc..7f4bdec870d89614bf509ccdd8852d6b6158db59 100644 --- a/results/seasonal_naive/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/seasonal_naive/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "Seasonal-Naive", - "evaluated_at": "2026-07-04T12:04:54.804737+00:00", + "evaluated_at": "2026-07-04T12:27:45.198799+00:00", "freq": "10min", - "context_length": 82, + "context_length": 81, "prediction_length": 72, "context": [ - 2.0, - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -87,11 +84,11 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.7999999523162842 + 1.7999999523162842, + 1.7000000476837158, + 1.899999976158142 ], "actuals": [ - 1.7000000476837158, - 1.899999976158142, 1.7999999523162842, 1.7000000476837158, 1.600000023841858, @@ -161,6 +158,8 @@ 1.7000000476837158, 1.7000000476837158, 1.7999999523162842, + 1.7999999523162842, + 1.7999999523162842, 1.7999999523162842 ], "p50": [ @@ -170,8 +169,6 @@ 1.5, 1.5, 1.5, - 1.5, - 1.5, 1.2999999523162842, 1.2999999523162842, 1.399999976158142, @@ -188,8 +185,8 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.5, - 1.5, + 1.7000000476837158, + 1.899999976158142, 1.5, 1.5, 1.5, @@ -212,8 +209,8 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.5, - 1.5, + 1.7000000476837158, + 1.899999976158142, 1.5, 1.5, 1.5, @@ -235,7 +232,9 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.7999999523162842 + 1.7999999523162842, + 1.7000000476837158, + 1.899999976158142 ], "p10": [ 1.47, @@ -244,8 +243,6 @@ 1.47, 1.47, 1.47, - 1.47, - 1.47, 1.2739999532699584, 1.2739999532699584, 1.3719999766349793, @@ -262,8 +259,8 @@ 1.7639999532699584, 1.7639999532699584, 1.7639999532699584, - 1.47, - 1.47, + 1.6660000467300415, + 1.8619999766349793, 1.47, 1.47, 1.47, @@ -286,8 +283,8 @@ 1.7639999532699584, 1.7639999532699584, 1.7639999532699584, - 1.47, - 1.47, + 1.6660000467300415, + 1.8619999766349793, 1.47, 1.47, 1.47, @@ -309,7 +306,9 @@ 1.7639999532699584, 1.7639999532699584, 1.7639999532699584, - 1.7639999532699584 + 1.7639999532699584, + 1.6660000467300415, + 1.8619999766349793 ], "p90": [ 1.53, @@ -318,8 +317,6 @@ 1.53, 1.53, 1.53, - 1.53, - 1.53, 1.32599995136261, 1.32599995136261, 1.4279999756813049, @@ -336,8 +333,8 @@ 1.83599995136261, 1.83599995136261, 1.83599995136261, - 1.53, - 1.53, + 1.73400004863739, + 1.9379999756813049, 1.53, 1.53, 1.53, @@ -360,8 +357,8 @@ 1.83599995136261, 1.83599995136261, 1.83599995136261, - 1.53, - 1.53, + 1.73400004863739, + 1.9379999756813049, 1.53, 1.53, 1.53, @@ -383,7 +380,9 @@ 1.83599995136261, 1.83599995136261, 1.83599995136261, - 1.83599995136261 + 1.83599995136261, + 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11:30:00", - "2026-07-02 11:40:00", - "2026-07-02 11:50:00", - "2026-07-02 12:00:00", "2026-07-02 12:10:00", "2026-07-02 12:20:00", "2026-07-02 12:30:00", @@ -1281,6 +1274,11 @@ "2026-07-03 12:10:00", "2026-07-03 12:20:00", "2026-07-03 12:30:00", - "2026-07-03 12:40:00" + "2026-07-03 12:40:00", + "2026-07-03 12:50:00", + "2026-07-03 13:00:00", + "2026-07-03 13:10:00", + "2026-07-03 13:20:00", + "2026-07-03 13:30:00" ] } diff --git a/results/seasonal_naive/online_meta.json b/results/seasonal_naive/online_meta.json index 946612ce9412047283e725a38211b5a8ff5e635a..00a0045cf8ccd2cc00c329f14cfeb12eb36dc106 100644 --- a/results/seasonal_naive/online_meta.json +++ b/results/seasonal_naive/online_meta.json @@ -1,19 +1,25 @@ { "model": "Seasonal-Naive", "api_model_id": "baseline/seasonal-naive", - "evaluated_at": "2026-07-04T12:16:15.884357+00:00", + "evaluated_at": "2026-07-04T12:27:45.207367+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/sundial/all_results.csv b/results/sundial/all_results.csv index beb432278b2d6c05167e428b31a0a0a9ec28447a..46a5b3e4093f22aae7180d25c5d8261686801b90 100644 --- a/results/sundial/all_results.csv +++ b/results/sundial/all_results.csv @@ -1,11 +1,11 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Sundial,2158911.054866155,2074230.648003896,1281.4518229166667,0.9771443152528327,0.02048983997359395,0.02075862616488588,24.2651044638401,1469.3233323085,0.02352770138177415,0.020519388184862247,0.01884061620980226,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Sundial,1995293.7432435353,1903894.9125900269,1226.1956380208333,0.9350098658822503,0.01960503732287203,0.019851555443895063,22.468138594960692,1412.5486693362234,0.022618202264524014,0.019634255129534785,0.017826355847232096,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Sundial,26923.31834730516,26688.523545410255,140.2076366742452,1.4782761896237924,2.405274419794112,0.8379730501154338,35.50928560424841,164.08326650607967,1.0101576906973768,0.863170422535101,0.7270458365137702,Finance,1,12 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Sundial,5.161955187389747e-15,3.991866187140749e-15,5.360232759506663e-08,nan,nan,2.0,nan,7.184674792493914e-08,inf,inf,inf,Climate,1,36 -data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,4.675649194309117e-16,5.480376834106059e-16,2.1034730920040563e-08,nan,nan,2.0,nan,2.1623249511368813e-08,inf,inf,inf,Transportation,1,12 +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Sundial,3.933750108109196e-16,4.771719632161069e-16,1.8450780079707723e-08,nan,nan,2.0,nan,1.983368374283808e-08,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Sundial,1.576165488872751,1.5901880193726659,1.0147916475931804,0.8410992753220183,0.041188133908650205,0.03993503854483834,13.547673263648434,1.2554542958119785,0.05102521989668985,0.04124400795831199,0.03001808598820565,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,Sundial,0.0197860801795341,0.017053087499815926,0.10409926573435466,0.1453392941438381,0.0654222798343192,0.06895008559215615,0.6148874846235961,0.14066300217020145,0.08901406105503751,0.0658758753396309,0.06317127703079412,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Sundial,0.1391894748237355,0.13953760134466364,0.3356495400269826,1.1009305752828402,0.24843125089499837,0.21542519803879231,33.79539392301067,0.3730810566401563,0.26079452503001216,0.2346288046790558,0.2100623883347167,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,Sundial,0.14773582244048158,0.14723452630293388,0.34461584356096053,1.1581352300734546,0.25356754291441813,0.22049464813387384,38.40184656036529,0.3843641794450695,0.2686817366035537,0.24089649416014336,0.22208592208567418,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Sundial,0.015095135555460123,0.00845663723960873,0.05492544174194336,0.08749186000937809,0.004268538881079879,0.004242990632112455,1.249503878332079,0.12286226253598019,0.009475238384315531,0.004235895083865479,0.004939215154997321,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Sundial,462.7292778719481,542.368830813187,21.378669023513794,1.4876762682799194,0.34705267992768346,0.43277356512767184,25.42440790909227,21.511143109373524,0.3525694601160439,0.3503981986124849,0.29203409462522223,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,Sundial,2.8075421850812745,2.710925648364082,1.3247568607330322,1.124997585963377,0.0457182573709816,0.04710161886261788,22.648648437481828,1.6755721963201928,0.06073664732595217,0.04802018702606951,0.04226849639857842,Weather,1,24 diff --git a/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json index fb3e4a084e60b3542c2bf20d6f5686c3fab7daa2..9d0045739b0a895a88380d3c6efaafb561a696f1 100644 --- a/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/sundial/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "Sundial", - "evaluated_at": "2026-07-04T12:16:03.684750+00:00", + "evaluated_at": "2026-07-04T12:27:13.150311+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,346 +127,346 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 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-457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/sundial/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/sundial/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index e6d6590180444f35ab91bf52eecb9cb514b99ce7..1a08241bcd77d24d1f6584c543d1556cba9367ea 100644 --- a/results/sundial/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/sundial/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "Sundial", - "evaluated_at": "2026-07-04T12:04:34.698217+00:00", + "evaluated_at": "2026-07-04T12:27:43.347542+00:00", "freq": "10min", - "context_length": 82, + "context_length": 81, "prediction_length": 72, 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12:50:00", + "2026-07-03 13:00:00", + "2026-07-03 13:10:00", + "2026-07-03 13:20:00", + "2026-07-03 13:30:00" ] } diff --git a/results/sundial/online_meta.json b/results/sundial/online_meta.json index 8c737a5fc84d6b84bb7f1f5d3959d4e05bc916d0..f017bf10343427876c55a8a1ab92a4aac529836c 100644 --- a/results/sundial/online_meta.json +++ b/results/sundial/online_meta.json @@ -1,19 +1,25 @@ { "model": "Sundial", "api_model_id": "thuml/sundial-base-128m", - "evaluated_at": "2026-07-04T12:16:14.806775+00:00", + "evaluated_at": "2026-07-04T12:27:44.663716+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/tabpfn_ts/all_results.csv b/results/tabpfn_ts/all_results.csv index fe8704d47c708d81efdeb94f66bb3495cbcb7273..ebca5898c7a3ccbd195495a5b440e7a6d288b281 100644 --- a/results/tabpfn_ts/all_results.csv +++ b/results/tabpfn_ts/all_results.csv @@ -1,5 +1,5 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,TabPFN-TS,486235.511762619,486235.511762619,637.7293294270834,0.4862871766035948,0.010195729498642196,0.010258200097273027,19.45148706414379,697.3058954021678,0.01116568730518752,0.01021171099324051,0.01021171099324051,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TabPFN-TS,488040.5451927185,488040.5451927185,638.8040364583334,0.48710667199731006,0.01021267742086872,0.010275377827729394,19.4842668798924,698.5989873974328,0.011186200901786935,0.010228744125891646,0.010228744125891646,Finance,1,24 bitbrains_fast_storage/5T/long,TabPFN-TS,5094671.185438427,5094671.185438427,483.1624726930903,1.1526641321691184,6.84183501453906,0.8053138505812252,70.21928659273716,2257.1378304034574,5.964941308843822,1.2768541439646968,0.8850161893008147,Web/CloudOps,2 bitbrains_fast_storage/5T/medium,TabPFN-TS,4622063.369807966,4622063.369807966,441.63762099470586,1.307633919865287,6.807939859955235,0.805070973047274,98.99555171639452,2149.8984556969117,6.531985259967827,1.3418170625410066,0.9486319340358308,Web/CloudOps,2 bitbrains_fast_storage/5T/short,TabPFN-TS,2246919.058831472,2246919.058831472,263.97642698274865,0.9980513501588254,4.24383417854469,0.7465228041656109,83.52859027541167,1498.9726678066788,4.706403428343518,0.8288206900872653,0.6618188415356218,Web/CloudOps,2 @@ -82,7 +82,7 @@ m_dense/H/medium,TabPFN-TS,71212.77555555555,71212.77555555555,116.2104904513888 m_dense/H/short,TabPFN-TS,68285.90555555555,68285.90555555555,106.8298410373264,0.906291178560046,0.30428158067341887,0.23916954464382595,10.038621879613546,261.3157200697186,0.46350902522521975,0.18948953959205128,0.15486162614965193,Transport,1 nasa_power_shanghai_hourly_T2M/1h/short,TabPFN-TS,0.41479843309980424,0.41479843309980424,0.479777733484904,0.39765867693815365,0.01979556717003807,0.01946500091694815,15.906347077526148,0.644048471079471,0.0261759547683913,0.019499526533356983,0.019499526533356983,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,TabPFN-TS,0.0075168435663063825,0.0075168435663063825,0.06702634493509928,0.09357954249905776,0.044360488850368,0.043692894330231866,3.7431816999623106,0.08669973221588624,0.05486513964476725,0.04241546866126004,0.04241546866126004,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,TabPFN-TS,0.12532060133237857,0.12532060133237857,0.3131878938939836,1.0272563703457078,0.23362475242335023,0.20228307305603224,41.090254813828295,0.35400649899737513,0.24746085366806805,0.2189274598093866,0.21892745980938663,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,TabPFN-TS,0.142872339681821,0.142872339681821,0.33927123579714036,1.1401738430453816,0.251804490979038,0.21699364027562532,45.606953721815266,0.37798457598402213,0.2642222083009138,0.23716045794178062,0.23716045794178062,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TabPFN-TS,0.007080971179902917,0.007080971179902917,0.038587331771850586,0.06146655033527141,0.003009464026467268,0.002988028823668299,2.4586620134108563,0.08414850670037417,0.006489601804595784,0.0029758866523061462,0.0029758866523061462,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TabPFN-TS,931.4855536438712,931.4855536438712,29.461913108825684,2.050164530912466,0.4834350437597588,0.6463973667288878,82.00658123649865,30.520248256589774,0.500229457622109,0.4828832547833383,0.4828832547833383,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,TabPFN-TS,1.7493929770638108,1.7493929770638108,1.1114749908447266,0.9438763584640671,0.039244028936276265,0.0397357619096401,37.755054338562694,1.322646202528783,0.047943679249646244,0.04028908135310918,0.040289081353109185,Weather,1,24 diff --git a/results/tabpfn_ts/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/tabpfn_ts/forecasts/binance_btcusdt_1h_close__1h__short.json index 1807e71885e318335064fc8aa7eeb1bf13bfda03..a8edc9be6d598a2a97dfd3d85f6032e02b25c570 100644 --- a/results/tabpfn_ts/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/tabpfn_ts/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-04T12:15:06.130351+00:00", + "evaluated_at": "2026-07-04T12:25:45.723130+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 61982.296875, diff --git a/results/tabpfn_ts/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/tabpfn_ts/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 4da2dbde9e0a09f2182335cd0337eaea94de6e26..866667f82d1868fb5654fe7275bdb2335c838ee2 100644 --- a/results/tabpfn_ts/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/tabpfn_ts/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-04T12:00:51.737293+00:00", + "evaluated_at": "2026-07-04T12:26:12.410438+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/tabpfn_ts/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/tabpfn_ts/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index 3f7efed815b406133e89e4471b5ba6748b037c6e..465b7f18ba87483d273170dc632c807a9da1da1a 100644 --- a/results/tabpfn_ts/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/tabpfn_ts/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "TabPFN-TS", - "evaluated_at": "2026-07-04T12:01:35.838682+00:00", + "evaluated_at": "2026-07-04T12:26:47.230783+00:00", "freq": "10min", - "context_length": 82, + "context_length": 81, "prediction_length": 72, "context": [ - 2.0, - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -87,11 +84,11 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.7999999523162842 + 1.7999999523162842, + 1.7000000476837158, + 1.899999976158142 ], "actuals": [ - 1.7000000476837158, - 1.899999976158142, 1.7999999523162842, 1.7000000476837158, 1.600000023841858, @@ -161,979 +158,975 @@ 1.7000000476837158, 1.7000000476837158, 1.7999999523162842, + 1.7999999523162842, + 1.7999999523162842, 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+1,25 @@ { "model": "TabPFN-TS", "api_model_id": "priorlabs/tabpfn-ts", - "evaluated_at": "2026-07-04T12:15:45.587942+00:00", + "evaluated_at": "2026-07-04T12:26:56.084645+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/timesfm_2_5/all_results.csv b/results/timesfm_2_5/all_results.csv index 87a108610bb7d02352c5cb5858dbe564bc3d08e0..d4ccf16d139e2dc6240819948b8c7ccfbe1f15a2 100644 --- a/results/timesfm_2_5/all_results.csv +++ b/results/timesfm_2_5/all_results.csv @@ -1,11 +1,11 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,TimesFM-2.5,228061.69519551596,412513.6657365163,586.8644205729166,0.44750120303528956,0.009382411266666155,0.009435347585107562,1.631596091905939,477.558054267244,0.00764695084206403,0.009397231048617453,0.0061184528302149046,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TimesFM-2.5,229333.68233426413,414269.77480824786,587.9391276041666,0.44832069842900474,0.009399365438981616,0.00945252535777686,1.631596091905939,478.8879642821107,0.007668114432665068,0.009414278173953336,0.006127908031820513,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,TimesFM-2.5,587981.2842750549,798190.9533653259,731.4443359375,1.0839120449464725,0.012211151877744015,0.01232053543272651,17.36189429037594,766.7993768092505,0.01289708891138466,0.012302439098957865,0.009368686649684545,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TimesFM-2.5,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TimesFM-2.5,0.0,0.0,0.0,nan,nan,nan,nan,0.0,nan,nan,nan,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,TimesFM-2.5,1.4967065836228055,0.7559262546919854,0.6558729807535807,0.543613351689983,0.026582076321077796,0.026027279026095446,29.72512464269958,1.2233996009574326,0.04972242627120254,0.026656536346155356,0.0357198386930583,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,TimesFM-2.5,0.11552283611507198,0.1464511257802513,0.3127087583144506,0.43659165014666723,0.20130830878869357,0.24030563090363438,7.89681489160889,0.3398865047557375,0.21508625309662113,0.19788768955298355,0.15274271542062787,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,TimesFM-2.5,0.16308867060797894,0.13432410060290578,0.33316510750187767,1.0927816359787812,0.2477472908726414,0.2144030005542027,47.669654260042094,0.4038423833724971,0.2822975883768912,0.23289211398189508,0.2506060285990035,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,TimesFM-2.5,0.21157250412915257,0.18076433371128844,0.3910981168349584,1.314346150895486,0.28988212134685765,0.2461872656838658,57.324515798104954,0.4599701122129052,0.3215324818080681,0.27338895462451274,0.2929836257557822,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TimesFM-2.5,0.006062185265401847,0.006066348830207365,0.05102376143137614,0.08127679360832239,0.003960569760581258,0.003946736158254961,1.763614419151537,0.07786003638197099,0.006004629819629177,0.0039349943005090905,0.003672310903851349,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TimesFM-2.5,594.0655807811878,774.826129537485,26.528618971506756,1.8460455527303175,0.43473429887500253,0.5667915491603902,24.98223508277972,24.373460582797588,0.39948308628433876,0.43480631507363776,0.3119442926519803,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,TimesFM-2.5,2.9011291795918623,4.171086074603257,1.7516990502675374,1.4875614245129398,0.06116996010843717,0.06355183329290118,15.964502951624409,1.7032701428698451,0.06174065086273432,0.06349611653318088,0.04483022168384601,Weather,1,24 diff --git a/results/timesfm_2_5/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/timesfm_2_5/forecasts/binance_btcusdt_1h_close__1h__short.json index 38928b5a03783288d65484dc8b5bbd4b2820b237..360378c5eb7ae64dec515113155ba46aab2105cf 100644 --- a/results/timesfm_2_5/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/timesfm_2_5/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "TimesFM-2.5", - "evaluated_at": "2026-07-04T12:13:25.118489+00:00", + "evaluated_at": "2026-07-04T12:23:38.553571+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 61969.953125, diff --git a/results/timesfm_2_5/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/timesfm_2_5/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index a2abf79c9dfaa41c661dff078d9d8f16b84d37f2..1d0eb1cc5ed33ef3074328753db7f9cd8a0e22f1 100644 --- a/results/timesfm_2_5/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/timesfm_2_5/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "TimesFM-2.5", - "evaluated_at": "2026-07-04T11:54:49.476376+00:00", + "evaluated_at": "2026-07-04T12:23:44.719470+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/timesfm_2_5/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/timesfm_2_5/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index eece131c50dc7b8270f8bc9449bfd8773e0c6e8b..a567c6cd54524c4b071f6d130a1525889215943c 100644 --- a/results/timesfm_2_5/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/timesfm_2_5/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "TimesFM-2.5", - "evaluated_at": 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"2026-07-02 11:40:00", - "2026-07-02 11:50:00", - "2026-07-02 12:00:00", "2026-07-02 12:10:00", "2026-07-02 12:20:00", "2026-07-02 12:30:00", @@ -1281,6 +1274,11 @@ "2026-07-03 12:10:00", "2026-07-03 12:20:00", "2026-07-03 12:30:00", - "2026-07-03 12:40:00" + "2026-07-03 12:40:00", + "2026-07-03 12:50:00", + "2026-07-03 13:00:00", + "2026-07-03 13:10:00", + "2026-07-03 13:20:00", + "2026-07-03 13:30:00" ] } diff --git a/results/timesfm_2_5/online_meta.json b/results/timesfm_2_5/online_meta.json index a6959ca09bdf790200aa29ca24e7e0bad743efbb..6da56ae49edc50fd1f633d38a2a36fd98be44982 100644 --- a/results/timesfm_2_5/online_meta.json +++ b/results/timesfm_2_5/online_meta.json @@ -1,19 +1,25 @@ { "model": "TimesFM-2.5", "api_model_id": "google/timesfm-2.5-200m-pytorch", - "evaluated_at": "2026-07-04T12:13:39.055336+00:00", + "evaluated_at": "2026-07-04T12:23:52.923854+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/tirex/all_results.csv b/results/tirex/all_results.csv index a866b006e4faca7476856aa677f8bcb2750dafed..09ca68dcecb1e44a67143e2285c000ca91ff81ed 100644 --- a/results/tirex/all_results.csv +++ b/results/tirex/all_results.csv @@ -1,11 +1,11 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,TiRex,396976.5993150075,396976.5993150075,565.9034830729166,0.4315178780641822,0.009046328377384833,0.009097214157455935,1.5779982634591019,630.0607901742558,0.010088917665449634,0.009061591732656133,0.008315332178257044,Finance,1,24 +binance_btcusdt_1h_close/1h/short,TiRex,398761.11255772907,398761.11255772907,566.9781901041666,0.43233737345789747,0.009063278921066198,0.009114391905761585,1.5779982634591019,631.475345961922,0.01011139467975906,0.009078644624242209,0.008324749637693123,Finance,1,24 coingecko_bitcoin_7d_price_usd/1h/short,TiRex,1077557.2074457805,1077557.2074457805,832.3111979166666,1.2333845355564952,0.013885876614701522,0.014036580509867108,10.6337029240902,1038.0545300926058,0.0174594319901232,0.013998957023334434,0.011665160587687773,Finance,1,24 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,TiRex,5.906315718058047e-17,5.906315718058047e-17,4.2397065989136564e-09,nan,nan,2.0,nan,7.685255830522526e-09,inf,inf,inf,Climate,1,36 data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,TiRex,2.0440368407041843e-18,2.0440368407041843e-18,1.2956792120692266e-09,nan,nan,2.0,nan,1.4296981641955705e-09,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,TiRex,1.7182757864044713,1.7182757864044713,1.086086591084798,0.900191331752664,0.04415491236451844,0.04278941732050823,2.8399213584380134,1.310830189766955,0.053275853133960334,0.044141636475190066,0.027655701136492208,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,TiRex,0.012178215820809158,0.012178215820809158,0.07361361583073935,0.10277643063801625,0.051599234389519716,0.04833710472486428,0.9368863294182718,0.1103549537665127,0.06983458649924347,0.04658401138140676,0.058502516610658986,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,TiRex,0.13508708883439802,0.13508708883439802,0.3308992799785402,1.085349721135224,0.2462376374504855,0.2129089817803153,10.50116926480313,0.36754195520293736,0.2569225317923446,0.23130823454810578,0.15546452080933407,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,TiRex,0.1696329450167181,0.1696329450167181,0.3766763259967168,1.265879476009241,0.27851440283393886,0.23803553061119104,15.552994608703338,0.4118652024834316,0.28790575128408263,0.26330770352315785,0.1836671930310663,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,TiRex,0.0061803196056947245,0.0061803196056947245,0.03918766975402832,0.062422840990916634,0.003052692297949445,0.003034533342741177,1.761344399838365,0.078615008781369,0.006062853909843858,0.0030221852095268973,0.008127531527147798,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,TiRex,521.6620252667282,521.6620252667282,21.248161554336548,1.4785946521832993,0.3447045524290031,0.4262932378623912,6.153163111071742,22.83992174388363,0.374348254641325,0.3482591701231582,0.2678220457747717,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,TiRex,1.5385962433124405,1.5385962433124405,0.9758517742156982,0.828703683514628,0.03396437751396685,0.03448816120925097,4.0189144649406705,1.240401645964903,0.04496245370921889,0.03537297001174242,0.03199570154808204,Weather,1,24 diff --git a/results/tirex/forecasts/binance_btcusdt_1h_close__1h__short.json b/results/tirex/forecasts/binance_btcusdt_1h_close__1h__short.json index a73fa7a644f2af3ee2cd4e8b9f125c8670101127..f3b56fd74fca9f53dcc0526a8edb848695d667cc 100644 --- a/results/tirex/forecasts/binance_btcusdt_1h_close__1h__short.json +++ b/results/tirex/forecasts/binance_btcusdt_1h_close__1h__short.json @@ -1,7 +1,7 @@ { "dataset": "binance_btcusdt_1h_close/1h/short", "model": "TiRex", - "evaluated_at": "2026-07-04T12:12:48.364863+00:00", + "evaluated_at": "2026-07-04T12:22:36.574257+00:00", "freq": "1h", "context_length": 96, "prediction_length": 24, @@ -127,7 +127,7 @@ 62494.0, 62513.0, 62482.01171875, - 62548.21875 + 62574.01171875 ], "p50": [ 62024.9765625, diff --git a/results/tirex/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json b/results/tirex/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json index 65e588fc63e1dc0ca74f121a225aacc227e81a06..e9ea7ee8699c17b87a19dd30e8f7f559ce254ac7 100644 --- a/results/tirex/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json +++ b/results/tirex/forecasts/data_gov_sg_singapore_taxi_availability_available_taxi_count__5min__short.json @@ -1,7 +1,7 @@ { "dataset": "data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short", "model": "TiRex", - "evaluated_at": "2026-07-04T11:53:18.896952+00:00", + "evaluated_at": "2026-07-04T12:22:40.564190+00:00", "freq": "5min", "context_length": 120, "prediction_length": 12, @@ -326,10 +326,6 @@ ] }, "timestamps": [ - "2026-07-02 13:35:00", - "2026-07-02 13:40:00", - "2026-07-02 13:45:00", - "2026-07-02 13:50:00", "2026-07-02 13:55:00", "2026-07-02 14:00:00", "2026-07-02 14:05:00", @@ -457,6 +453,10 @@ "2026-07-03 00:15:00", "2026-07-03 00:20:00", "2026-07-03 00:25:00", - "2026-07-03 00:30:00" + "2026-07-03 00:30:00", + "2026-07-03 00:35:00", + "2026-07-03 00:40:00", + "2026-07-03 00:45:00", + "2026-07-03 00:50:00" ] } diff --git a/results/tirex/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json b/results/tirex/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json index 493b3478d58d8cdfa6705f785f7a27dfc8371053..5070e5cb4e59df262ed779d35a7226b72e8f97b6 100644 --- a/results/tirex/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/tirex/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "TiRex", - "evaluated_at": "2026-07-04T11:53:35.949792+00:00", + "evaluated_at": "2026-07-04T12:22:44.828517+00:00", "freq": "10min", - "context_length": 82, + "context_length": 81, "prediction_length": 72, "context": [ - 2.0, - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -87,11 +84,11 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.7999999523162842 + 1.7999999523162842, + 1.7000000476837158, + 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9c6844d9cfda3c85c7fca840901919006817846d..34d17cbf1e883f8945bbd7e7b6aa1fa77dfa22b3 100644 --- a/results/tirex/online_meta.json +++ b/results/tirex/online_meta.json @@ -1,19 +1,25 @@ { "model": "TiRex", "api_model_id": "NX-AI/TiRex-1.1-gifteval", - "evaluated_at": "2026-07-04T12:12:57.423287+00:00", + "evaluated_at": "2026-07-04T12:22:49.343442+00:00", "datasets": [ { "dataset": "task_binance_btcusdt_1h_crypto_btcusdt_close_20260703t120000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", "context_length": 96, "prediction_length": 24 }, { - "dataset": "task_noaa_coops_sf_water_level_coops_station_9414290_water_level_20260704t060000z", - "data_fetched_at": "2026-07-04T12:11:00.605297Z", - "context_length": 240, - "prediction_length": 60 + "dataset": "task_data_gov_sg_singapore_taxi_availability_singapore_taxi_fleet_available_taxi_count_20260704t090500z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 120, + "prediction_length": 12 + }, + { + "dataset": "task_noaa_ndbc_46013_realtime_ndbc_station_46013_wave_height_20260703t115000z", + "data_fetched_at": "2026-07-04T12:21:41.315563Z", + "context_length": 81, + "prediction_length": 72 } ], "failed_datasets": [] diff --git a/results/toto_1_0/all_results.csv b/results/toto_1_0/all_results.csv index 7e4a7f5209412b63ee695fd9f1bbbb45afe1c1f1..ca8636cea7cd8ba2f2b07519ceeb88c6bbf0c4db 100644 --- a/results/toto_1_0/all_results.csv +++ b/results/toto_1_0/all_results.csv @@ -1,11 +1,11 @@ dataset,model,eval_metrics/MSE[mean],eval_metrics/MSE[0.5],eval_metrics/MAE[0.5],eval_metrics/MASE[0.5],eval_metrics/MAPE[0.5],eval_metrics/sMAPE[0.5],eval_metrics/MSIS,eval_metrics/RMSE[mean],eval_metrics/NRMSE[mean],eval_metrics/ND[0.5],eval_metrics/mean_weighted_sum_quantile_loss,domain,num_variates,prediction_length -binance_btcusdt_1h_close/1h/short,Toto-1.0,3478327.4608167014,170001.9974492391,366.3889973958333,0.2793822753021323,0.005856925290359687,0.005878388830468702,1.5547637136094237,1865.0274691855618,0.029863957373400543,0.005866844098060556,0.006525966397612193,Finance,1,24 +binance_btcusdt_1h_close/1h/short,Toto-1.0,666272.7331377665,165177.49663480124,360.5841471354167,0.2749559080119834,0.005763955706168163,0.005784840190874035,1.4901538925389968,816.2553112462831,0.013070153354741466,0.005773794100221871,0.006427331453866998,Finance,1,24 data_gov_sg_sgx_equities_turnover_monthly_turnover_value_million_sgd/1mo/short,Toto-1.0,35424.06122722315,26124.04837832035,122.04010168711345,1.2867271767976787,0.5823168903941691,0.9107297128059814,11.260589175231795,188.2128083506092,1.1587081357627336,0.7513243118435832,0.5740491643996976,Finance,1,12 data_gov_sg_singapore_rainfall_5min_rainfall_5min_total/5min/short,Toto-1.0,5.265164515499159,4.019829832917221e-09,4.965140722864211e-05,nan,nan,2.0,nan,2.294594629885453,inf,inf,inf,Climate,1,36 -data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,0.0001443219294361156,1.032332852597792e-08,8.721758217689057e-05,nan,nan,2.0,nan,0.012013406237870906,inf,inf,inf,Transportation,1,12 +data_gov_sg_singapore_taxi_availability_available_taxi_count/5min/short,Toto-1.0,0.000207071512129054,3.789843871384114e-09,4.912317679857855e-05,nan,nan,2.0,nan,0.014389979573614898,inf,inf,inf,Transportation,1,12 nasa_power_shanghai_hourly_T2M/1h/short,Toto-1.0,1.6460308531409282,1.3854250633154759,0.9514711697896322,0.7886167700511835,0.038831690557425275,0.0377187686498723,4.125792140250014,1.2829773392936168,0.05214383437000164,0.03867048432255123,0.02473332671139815,Weather,1,24 noaa_coops_sf_water_level_water_level/6min/short,Toto-1.0,4.7017969758856575,0.07781265409165622,0.216677059729894,0.3025159754600671,0.1451721075422496,0.12819478335271753,1.2860932537731107,2.1683627408451884,1.3721786854052447,0.13711711485217173,0.08233032553339441,Ocean,1,60 -noaa_ndbc_46013_realtime_wave_height/10min/short,Toto-1.0,0.3040312320638244,0.12273083036556326,0.32180798881583744,1.0555302838465164,0.23816436644928254,0.20783585338691865,11.563672367556263,0.551390272006883,0.38543786004364633,0.2249531572304883,0.1538229884967578,Ocean,1,72 +noaa_ndbc_46013_realtime_wave_height/10min/short,Toto-1.0,0.3759557885986895,0.14417770969255864,0.3510386844476064,1.1797201874889862,0.2588027266911597,0.2238952200737634,14.844750154419463,0.6131523371876597,0.428611310752104,0.2453862466803803,0.1727762103827772,Ocean,1,72 nws_ksfo_observations_temperature/1h/short,Toto-1.0,7.30053419320105,0.007162561211922973,0.03958725929260254,0.06305935534312529,0.003086606955668418,0.0030649259968014825,2.1156493281912563,2.701950072299829,0.20837660408591316,0.0030530018822441246,0.003178558372024561,Weather,1,24 open_meteo_shanghai_air_quality_hourly_pm2_5/1h/short,Toto-1.0,1965.2715648705146,557.711396257397,22.095574855804443,1.5375635550945113,0.3597400704071829,0.4480089185864425,7.708440856739901,44.331383520825455,0.7265951360494626,0.3621483460109566,0.2752376212608746,Air Quality,1,24 open_meteo_shanghai_hourly_temperature_2m/1h/short,Toto-1.0,0.9554241052568008,1.0700085600196871,0.7070251305898031,0.6004132446529452,0.024458060625551743,0.02462817243753489,3.4284790929684648,0.9774579813254383,0.035431192292448066,0.02562846059484989,0.025639876711724872,Weather,1,24 diff --git a/results/toto_1_0/forecasts/binance_btcusdt_1h_close__1h__short.json 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a/results/toto_1_0/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json +++ b/results/toto_1_0/forecasts/noaa_ndbc_46013_realtime_wave_height__10min__short.json @@ -1,14 +1,11 @@ { "dataset": "noaa_ndbc_46013_realtime_wave_height/10min/short", "model": "Toto-1.0", - "evaluated_at": "2026-07-04T11:56:10.562561+00:00", + "evaluated_at": "2026-07-04T12:24:09.076130+00:00", "freq": "10min", - "context_length": 82, + "context_length": 81, "prediction_length": 72, "context": [ - 2.0, - 2.0, - 1.899999976158142, 1.899999976158142, 1.899999976158142, 1.7999999523162842, @@ -87,11 +84,11 @@ 1.7999999523162842, 1.7999999523162842, 1.7999999523162842, - 1.7999999523162842 + 1.7999999523162842, + 1.7000000476837158, + 1.899999976158142 ], "actuals": [ - 1.7000000476837158, - 1.899999976158142, 1.7999999523162842, 1.7000000476837158, 1.600000023841858, @@ -161,979 +158,975 @@ 1.7000000476837158, 1.7000000476837158, 1.7999999523162842, + 1.7999999523162842, + 1.7999999523162842, 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